{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COCO Reader\n",
    "\n",
    "Reader operator that reads a COCO dataset (or subset of COCO), which consists of an annotation file and the images directory.\n",
    "\n",
    "`DALI_EXTRA_PATH` environment variable should point to the place where data from [DALI extra repository](https://github.com/NVIDIA/DALI_extra) is downloaded. Please make sure that the proper release tag is checked out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.ops as ops\n",
    "import nvidia.dali.types as types\n",
    "import numpy as np\n",
    "from time import time\n",
    "import os.path\n",
    "\n",
    "test_data_root = os.environ['DALI_EXTRA_PATH']\n",
    "file_root = os.path.join(test_data_root, 'db', 'coco', 'images')\n",
    "annotations_file = os.path.join(test_data_root, 'db', 'coco', 'instances.json')\n",
    "\n",
    "num_gpus = 1\n",
    "batch_size = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class COCOPipeline(Pipeline):                                                                    \n",
    "    def __init__(self, batch_size, num_threads, device_id):                                       \n",
    "        super(COCOPipeline, self).__init__(batch_size, num_threads, device_id, seed = 15)        \n",
    "        self.input = ops.COCOReader(file_root = file_root, annotations_file = annotations_file,\n",
    "                                     shard_id = device_id, num_shards = num_gpus, ratio=True)\n",
    "        self.decode = ops.ImageDecoder(device = \"mixed\", output_type = types.RGB)                        \n",
    "                                                                                                  \n",
    "    def define_graph(self):                                                                       \n",
    "        inputs, bboxes, labels = self.input()            \n",
    "        images = self.decode(inputs)                                                                                                      \n",
    "        return (images, bboxes, labels)                                                         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computation graph built and dataset loaded in 0.307431 seconds.\n"
     ]
    }
   ],
   "source": [
    "start = time()\n",
    "pipes = [COCOPipeline(batch_size=batch_size, num_threads=2, device_id = device_id)  for device_id in range(num_gpus)]\n",
    "for pipe in pipes:\n",
    "    pipe.build()\n",
    "total_time = time() - start\n",
    "print(\"Computation graph built and dataset loaded in %f seconds.\" % total_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe_out = [pipe.run() for pipe in pipes]                                                   \n",
    "\n",
    "images_cpu = pipe_out[0][0].as_cpu()\n",
    "bboxes_cpu = pipe_out[0][1]\n",
    "labels_cpu = pipe_out[0][2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bounding boxes returned by the operator are lists of floats containing composed of **\\[x, y, width, height]** (`ltrb` is set to `False` by default)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.125     , 0.1794569 , 0.32265624, 0.4687131 ]], dtype=float32)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bboxes = bboxes_cpu.at(4)\n",
    "bboxes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the ground truth bounding boxes drawn on the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ywe8SE2UQyHxN3GC4SEpxpUpEIAi4u9cssoNehNi9YRnQxYh6lmhBiEA01zbX7oI1EoHjZ7VOXDQ3ZG6iV7x9VSx5v9eE1tiQPbacKk49QcrD0LTWXE7DMLlzMY1WKZ743ff9M1kc78WEWirInFLLzOE8MDaZSnw18GkYhyPR4VBM6yB2tlCnDpE5b6rqcw2ByEwqAx591lpR2I1PrklTQ1Og0THkPedl33ccxzHerRK7E1YE3ZzQsGLY+QwrGyfnOx2qdO4AZ/vk71ZPN43TulapR/JdR/5L+/DG132jy94cea/Fm1/l49WxW5X5+g6rfK8RxPcp+hxGk/X4w1W5j69DoTNw/+YnKFJB3AAp2CIjv9GOHp7BCJtIYejo4XW2diBdGlNyloQyuvlCNlKg+6bPzb1t29g0zJ6dz++aEro+Bx0JYJj14WUlg2J6tVccMI1GJk89gZqhM4Ie5kLyeDzwdru7MiKg9QNiFdwZujF6YHh+n/BChVBI8Hw4JAIDDu0we34miADQQrD4foepgoN5IkVg2qDNsdlCjNO6J4dggHjoTuZJXGbGToJmis4Zvk5vggAoFYi4UuDKEDMQ3FgTN+z7PhQQM8NwoBQB01tsWn//Uz2fAvJ7pyLye00PysyAiEREnHWhrUHV8V5Swr7vw3NmZlhhQAlb2VC74oSzmGwo9nN4ge3hSrOTgU3w6ThRioc9HDTQrZTAsGmslyoPBWbm1L1mDsHcth09ooNUTIUKCrsS7co42hNqx/Dk3DEAAPcqpRDkViExFw0GNg7YRWDGaKRgEgglHksQ8bmUzfDsB+q+D8dmKwVCPFhm6exsm8OMn8xgzVFogYCtDM8+5Vkgvm4A1BqEJ621JH02FPYKpeT9VoWZXvXqFKk2OFwaeQn168iiUNO5y/8PQgVw8aRXh231xNcIMK8BXGmk68/WaP4Vdsl/Z347VfZ673Gt9V7+xe/kyn/f+CoUOhPjdttAJCMzT2VCItr68HRaa2i9DajDPaNUmpM2lArgOE+0dgabBahlhqmrxfaEywKpECIpqt+L063QQWKCq1CtGO66wLnRV0F69gaAUQqBTVDO04Ue6XG08EIrjuc58HwgucEz1wAAhWV8XtXw/v7uwh/voGaAOne6SHVvTWh4BxafE+bBo+1BCZ1eiXvQacTcw3IFbmDUyoCVUOiTq5zvbVDnnVdGV4MpB8arEElGzvR0c/5yw4jIKI7K5yMAte44jm/Ru142XP6dkEKL33MRtMP593kPhybMk9FmeLQHmJ1SWOs2ApeM4NbNncnPnJOzH+N5fU2nUtm2zRN35BxsqDsmMEYb/OZUEpO6CmMgONtcShSOTfy2sjijiJJ55XJcSkQqpxvIcr/7M4sr81wbV7gZ0VbcKuGE13ykZ5rKeqyFOtykqmh9Qk0ZwSVktEIoGamkgl/xbNCERZ2JQl6PQQTVDk2KIc17rV6zRjJfKWiRL1HeKhcrfJPrmor9NdKeMOjnOmH1uufPDcnrBxky2l7HxUhYwC9m8Te+aHwdCp2dM52TXKor5MfzCSVdEpTnCC3NbCQFiQzneURS5hpW11rB6nxtABdu+apQu56Q4tQ+AFA9B/+cg/cMTAW+8sPz57XW8ayr55EC+orPe5gaCV4yGEIYDc46CQHa9g3P5xMiNYRuFsWkkSMidBi0txHSnu/HRbFILRGmh1FbBLyZQmpBP9vki3NANcXfi4Ni1lTBEmE0Fhw4WA61VAhXKGchlUMqFmyL/OOGRsJzDWyyE87mRTjbVmO+Mqmc2KU6xTIVXXcuc2teICQA3h+fcJwdAOF4Pnyj5zOr5wbyubsZzmD4MDEMHMoKOM/AnY1RmAEGjvPdo4SIdAo7bfHxeOB2uxZ3DQy9lrGeJOw8bpp5mVIKmp5gJbRgtZznOWADN2Kz2Ea4OhUuPTyzkUgbEAE5I6iWLPxqF2X1zbZfFGsVl93MZwCpuCqAM6KlyRLLkc+fTkd6/CyAUHFVRp7U78eEzl6dnEFoWAz2qeqwKTA8bBiDgtq7KuYcr8oXgBfEwR263Iuq6lH7AkPmXK4e9oqb08sc5Hyn85bPsyZLc/8DTlckXGGcvM76/OnMZ+3J6zv+vPFVKHQixv1t9wRQEw+Zg/9si8e0Ttz6gqmkRATa3dLu+46uJygSeL2F9x6TmMYhBaiUgiOofS6YTxzHEfeioaxT2NMzzslO7C+9jVUI8nP598TlHd9M5UlmMIUXPEXlXhqQ+/0egmJ4HAdEKrZNLwKhcONx9APaDFwqnmebmfrAXHvvULiCtw6oKYhkVEn2bG+g0+CJCEjdE621got7QxvV8U5EBFTCRtU3cmFUMZj6/XN+VsOWm9JhDqeD9pYMFUXv0wAlE4qr4NnOsYFEMWAZKZ4g74YxHx3u2TZTWHDiBVdDK7XCWsPZGwqlwVRPUALovYHLBuDE/b7jbDZyEo/HwwuyFnx4lVcigjGBMpEMQ1ngBs9DRBL6zGS0zwXAF1liDs8R/nvJ4h+jWMcJFRB50VCt/g4JaeRarMrU5Xcbz56y6RFjAUFQa79Uu/q89JGETvhSNeYW5kCoeJK0aQf36ZWvHuqqAF9ZJ/mMRASpG/rxwHl25NfXhOsadee+JgM6K8Q8ryQBlUkA9N30siezejbv+bqHVyPyGqGsebzV0cloAyGLa+L11fjkyKrkL1XmwFej0P3v1g2gBkVHO11AdtnwjndP3lmQ/TNE4wpT59wCgLcMAEpxZsJWBYYeibzwzi+AwsTY1hDezHAcHceRiRcbSm0VnqRvpaX3ED4Sa2HNLx70UCBYNr1vslrq6JSWgrOJeKLzAgMo6uZc40yCJlWuHx0sBSbq3l53JlBOcj+d+WHiFYTuFR6RmISH1wpo05GY48IQEtxvP4GeCr5vADWf5yrYi+cijuMIRZ8UOt8sTRvMmjMypHibhvTugglznidEKp7PdxC7gcpWDcwMKkA7EZS4/HkaUgKRRAGVt0OwAii5AXKyUXf2UBi3W91GWbySUwM3MPZ9x0MFUgztOFG5oAjj03E6M8YO3LcdRECprnjaAm8hOPIwYL/dRrLwPE+v1gXimRziSeXfWoNF0Vs7/Bmfz/eAExgiBcw2cOORoxFzRlA4BclYGkYYGMlKEZll/iOKvEIQznyZcCUiIirEYFG0Brztt1ifGeHmHhARHI/HMEAighMKO70ewpoOcsH6HsA16ZmesCtHuXD9n9Yh+83nr3WvHibvouN0pebGkwjJVwdT5BfSgBEojG+3BVINQzmck3gGhfPD18TpKw6/evCrMR+KO/JRCZ29KurPooyxbb/cOwe+EoW+4t+9d6i14RWfZx/0pLe3N7y/v49NsuKCnticltOTno6NA1612fvM6rd+fBbmrN7ASmFc+bHAxGDNbNC38uedk2Ey+ej7vo/k14rtSRSnjBB1sfREXjoPJqeMpQckjJsIGIQW8zWgqr0MxYFGTu3sGBS7pIABGMndfF/PX3h5dyYfRcTvP2htFfV2C5iIULcCwVQACcFYVPgSBCeyHL9coomhVCL8TJaIh5vdC3diHmqtgAUMQG0wSRw1IrD4pnl7e3MYSjZA3IP1ninZlkEBUDB6ZkuAfd9HcnFjoOmJrezAaThaQ4UA6s4CYDGPvpHf3t68SvbFI2utDSpjrRVUBHo2QFzpK+amvt1ueD6fwyhmFalZztn0hleWVwW8TuLsACmYy3iGzOes1ciyeIMZLb16m/m3qkKFgy3m7Qa4BmecGdocgjmez7FfjuNADzkdOZKEUijbdExHat1PadhWmIKILgnK1hpKNvfiAqoCI4qEqKYmwUyaB0158ZrNnPmmqmgvCVfYtb5FEyY1l52UkZyjV7w/3+FVqSdrD+Q1I9lfJ9/9hyjsXzS+CoVuhsuiJbTgwiwXBVpKwXlMZcuutQHMRM2+b/HZ6sm2gEBaPyDFkynAVRkOuCEs7cp7TsFclbyE9wykkp4Y/XEcwzPP766LPcPnEiXb6YHYYN+oBnOjlkHX5FpgXSEGoHVsRYDwcBmbb5wzquzIoxNZPIe3us/nZS+UAAnWZHTdJiRiZjh7w1YqSmH85O1teHilyKXMfnhY6u/h35+45ApFlMT1iUMpZyLqmjQGMqQl7xESyuT5OL14ZSgkxHxHTYDwsi6TwpZrnrLC7PgwFcFtvwHq71trhbWOQ5/YQEBEIMRAIQkoYmKlLgf+76SBCk/ootaKDQzjCcWsCs3zIzOZl+u97/sFQshrTSpqerAJNVBEWwXbtuN+25Y5jPYAt9v42Rptrn9nxIdFdlR14M/5R1VxNuf5zyK3+V6p2N15OC74c87DRekv+H9+PyGpYXjMvN0AFEWK87eZR+Wl4+Fz33XtYOGRLG+9oTdPNKb3jXhmflHEKysu5XGFtFZF/AqzrQnWjDRgHu3bkud7VeYDhnr12D/Tmt89vgqFngIzIIruIX9at9ckigVc0IvTgVqPhl5IJZvYc0ca39VCJ3tlTeykgA4hC9x6xdBkWeD0fnKhC3ui9WkAb4SzT4udCm/FLEdp8+KRA9ODFxFwjS51SQuDl0aTGuReL8KWG1YJKMqw54kAXEFErpSXToAsnnQTSHhx/j6Qa6nytt9h2vD2dkOtZRgy98gZvbch5Cul6/l8osh2SSSZ2ahCFJGhQPM9skVA0jrXCGoNzwdTJqE2YHj4vXecT488jsNxmnaaJ2n1tVhjVlb6GjLOM9r3EqPGehcm9OJKfdu3kINJszuOAx3RNAtRJBbRUCplqBdmKdmoqM13ymgp5Wvf9wGjbNt9eW4eCr+1hq1w1AIc3pE0sNlt28YarTKeeyl/VsQ/N9g4McWDGx8K9IzcUsrl4/nEGfJ8dM87KHmlMNuV754ynd/PXNRqKHI/5HOtcyHLcpkZEMWGskIa5HRRNQPI+wG1MyEcwtGOiyfeDTC1ESWlQl+V5pqwxGJ84peXd3rFwNMZfB2q8Ihxgbp+3rj83gD7QpX+VSh0wCehPZ9eJUnFQ7zw8rbqtCpVxVYqjrT0hUCt41Zvy+bgITCqnxcArYp1LSQx9aZX50uxRm6KFR8DHA5IRbBtG/rZvJXt/hN8+7NPkOhj8YSHpBzFON0UaoJOyNZdA9Ih2dCRjIHNk3P7jt7abKtqgJWgpUUol1WmJwHFFs62eQn6ViqkMCS4sLVUPI4npO4BDxFkE0hxmttlfvYCbYYCLxpRYGCoCQ8MY6LqTZbgScauNhTbVsuca/Puk8aGCuDoR3hjwNEaStnAAAoXkArACtgJNS/V36uXq+eeaacutNMThyqse08VdEDtMRK86Ul78qtAO4POd6DNKsF2POGhOmDk3fb60XCrO7ySlkDccJ5twBxFCs7HE2bO+892Fc+n9xRi4UGvFBB6KP8jDKLUDV0byuYtlIuJt+0FRqFV04nJpkdY9wrgzeVSeORG6i4wNDQugHq19caA9o56C254FRQYSglSHTlMpgwQirdNXpQV9QYmxnkc6OqGRM+G8+HGFF2h1MDYsNUbtu0GWMfj+cR921GJvR9OKHAlgPpUjLnHvY1yeNlBWR5OgzXv49M18iYNpgBHg7JSNnh31aVpHiPqVjyKcZ0Q9/XefA4tglDhrKeV8bImPl8jrNQHqxJfPfP5+R6QXXw3FLtf16D6y4FevhKFfi33TU8LuGbj02qnh5dKJUP0/P3wcF8mdSY8j4uHnh7CmmVPrzmjhtWbWDdVTZwSBDNG14Z9v+M4jkszpiGU5nTMEhV5qye6YrAigpI9sgdlMEJrYCStsggEAHYivEdSjakN3DevtxVXrs9Qwsz22dyVfRsYunv80xMVkQF1zKTVFMRaqyso5Lx5X+zp3c2KUP/OrLZzT1G92yEL2vn0ikWu6P10z8y8Wdi6drkmx9pn44xiMQOMDLXsFxgg88QerZzuOiHD+gYir5xlKkMppHLNe6Yz4MZ0w/vzMfrNu3ebkMGyhgv8lpFNIQZVAbonu12uKiquGLeZodBkV625l4T4/J0iqmVPej5aB6LQTgPSWxWoiICYvfma5DUcvmL2RPH7+/uYO2eXkCtzXZktU4ZTPlprKEJDRrdIisvAnv2gmlUprmyXVKJrhEeReJaSLZQnnzMuAAAgAElEQVTV5zpk4uwNPZpt5Vp55azCsqGezQNxCPC6ivCB06vPOX+N4lePfM0B5PMnRLQq55TRn8tmiXuu4zMP/guV/Veh0M2Ax+NxwRHNbIRna/MgtTY82tvtNooO0ptev58hXoapMxn5edP7vP/6vdYa7vf72IypxDzcLygiwUw4sW3Fw3Xa3aMtDSJbQAEMM0ZTAmPmBBJvf7tNZZHKt9aKvRbvNx244XgfcoihslwUejue+JVvvsH7+ztKE5gICvu9tiLeOa4IuPfREiHneVRhsjknP2iK1g3bffcEbYz0xkdOIwSYiLAnZ50nhSsrZtdE3CiRb33IQPZDJyVs9xtUzQ0mXDkczftvlLh2rt1xnKjbDOP32+Z1B6pgYyCYEs/nE9tW0Po7VD2R5i2OJbx1L5tXOx1OMvP+KJgbmzllaG3S5tg0NT+EhOxaFp7Owpp8TDnc7gXaOvbdk9JuKIB7YN3p+Z3nCQNQisvKeZ54u93Re8f2ViMXs+E4HtiqEwI+HacnIQmQ4rBbwpjslh5gN7xECbUISnTO5HYtyGras9vuWHPmgsyV7HsF9Qbqzn3ftopTPZIU8b7yXIvnQZ5P9OOELUnFlUXy6jy5jBju1fMCpymUvT+8wyUM1Z5EyYvRMvMOlQRG9nh3hwbjft3c44fa2OODyRKwDoDLgRfrWPvvv0K0+R5rPsShvvle+Z/1mfP/6SB8yfgqFDoAz5hnZWQortVCr3jxtm2Dk5yfBWbyZ91MOYnbtg2lnSMnP4VpKOsFy1wTIqlsXSGFJ00ASrRAxQlDC1rf9MzGQrcTe93Qi3PtLd6F8HkYN626c5aFlyz9QoHLdzMzfFMEx/sDt20H8ISCsW0FFJCPim+k9yiDV1yz+pnsnJuVsWcSbttGYRCAsQZrcktEsG/BxW/BkRbGcWTSz2mXIm6kt60A6jxujpLzbuaRBDs3Hlyh7UA3Q0F4YG0tBZ+JOPeibeDa0KjGLdknKPrJnzPxXmuurRuVTQpaM5jBDz6JmHxVLkSE89BQDi5L2e1xKxXaz+hp7/c4z3Mku4eSJ47eLYBsO7ZtR5a5ZydHjmRsRog9jMP7+zt+5Vd+BY9Pz0sBUHrU7pg4dFkKQ88DNfbV7Xab3i684OdsDRTr5s8H1E0A3Qak92wnFIbneQ4ed77PpfMheYfKUzusBYsq1umW3TnbPIUrPXQiGsnh1bvOtc1oN5kpRoR2nA5FEgBOgy6jA2TCq1upOFv3hHG0pnDdYRiH0GTzOgbK0gzQzJvlrXml78LNM7J4zYW9QjO/CFZ59fp/KAzzVSh0wyyxHcKWlgneW8MVnqI1V+T3+z2qCaMb3mKRU8E5pjorQ1dWxpqAWbGx9b7rJs6Copnwcepg793ZAOQ9zY/nJ+9Rjh2PxwN1i+pMY9zKzZWcGWS/jRL8vc4+7UQLd5V5FFjRkkRDcGLTa8+cQS0E7obT3Js6mqKfZ7BUCt7bAUR599FiM6hd7ucl9wt9EoK6bSibY7xZGboa0zSK7uknphz86kjUtXagNW/7m2vidL9IxrJTC/dSHGstQAdhqzuezwI+DjyO03uCYzKOgEkj9YRgRWsHbpsr78oFFsnTYq40KgS9S9QvpId6jexcLjGuv8rE2HQQSCaRu6KI4HEcKMyQ4XRE7mdJPg7YIxyzuiRHp1ORUed9cOaz2rRu4vkRM9hSofg8T4+w4HCLSIFpA+JQl0zkD6iGZsTQVQGNU50KQ3XCJyIChuLx6d3ZIS26S7Y+Wj87px1eICd+kAuILkCCquJ4fx8Vn7132AJHjh7+NLuY9uDe5957NofWRA27FD/lC0DTWQNgLxBt7z1aGniB1Dzdy4sGKfo0necJtWtLEABRgT0pt1nbsSrr1VinzKyEgJzny6AhYVghl9doBcCFv/9946tQ6DBP1iSTg3j2BvGXy5DV8UXHOWlwwFd+7uqdZ6gKePKkhUcJvfbSXk+WecXVXxdsJkgwTu4xEec8G4P5DSwGKA1IKCEUPR2qoIRwjja4wQ5HEHZs4E6QAj9YgQWVkwHgz1KDb280nzHfv+4bpBagCLYoW08le2fC+/EEjPD+fADwwzM2KcMw1lKH15KsFiKCdldUqrMjZd5zTRoRZ4l7nqmUa5FHsDXUOqlxZmfcq4KZcNvqiM6GUJsB3Q/8sA4/nKMWYEmopVFxA40oRDMcarjJbMlQ64Zne0Ax+474YRAJhRiYvA8/cRtsK4KA2CEZs0RcCRSVsj0Ouc72ColBp8z0iG7ybNWUHQr8t0jD83mExy3jeZgZpTBE/Ozb5/PpFYSdQBI9ugV4tidK3QecdRwHaimoFAdTEI3OiPXmOYU9qZXEsO5FbufZw/icABcUMew7cHxS3OQOJUVH5Ldu3irCKy2Bx9mxiUNZvbsTdPZjGJyTaLCNVDXohxiylMor9yyAEQ2YOQuqcoF1Q7eMggUsLm8EAJGzkLpF0z7H7CuClUWMQk6eaK1BTdFgXkwH79m/stnMzKMIjVbYAJRsOEJM88CMNWocbLnFMKSBHN49wZ87Eu05VuOwwsJfMr4Ohb6Y8TUJlBYxj6ZLZZ0e6dqEfy1JTkX+iKo1p3kdFxw9Kxlz0Vbq4EgAxgZcOeepZA49wQCOdnpr1TxUFwZt7mmaGUgMFKfHNMnKOvcybrcbzAy32zYEqBeGaQeHwrvf7yiSy/Q5drcq8/TA0gPedy+IcFimjCKtv////gG2bAuwHLic873fEsKanvhM6k3vJz3O7KuyFoescEHi9NmbJH+fgp0KfN/3kTfJn3mxTRwOcnBAXb4mx/tjzEc7FWYnzAoQXQdr8O5nLibE7amwHTieLShomeDso3WET64nuUUKzsMjMWf4NAAzOnH5mRjpGrmsTsCWScfkTKvTGQHg8R697DtwmndTzI095LoBRW4g6Ih+buIMigpvtzyMgOzDCKnyKHJKHvqYi0VhrKyvXGPAqxa/UcUpbiiyOG+wqc5jQG7ZbRIAztObZ5kRes4RJoR5rTW4Hq79mhhNJZm6YXRs9NO04Y3cGmDeEoCIwpMmIPrJeP7KWVieB3Lj0Rwp8u+Qt99Qs8FKWhWrqleeFp7vsBqlVann/vyuv8fE0rXP++va/NDxCxU6Ef01AP8SgL9nZv9Y/OzXAfwnAP40gL8F4M+Z2f9N/gT/AYB/EcAnAP+amf13v/ApbC5uVtit/Y5XUv/KYhmYcl9ORo9qUCIafarzPNDVA6+VZ+vSZbO7R1S8h4c5jYupjARK0p2g3jTIj0MTnNFydS8V2rrTGIsfbOzPzNAoEjLynuZpKLZtFosoxYkvNI/MS0FeBRqYx37NMM/bCtQqKOWGIwqwsh92FcPPfvYz7OMEJ7kkW9YSazesazOiTOTN5mOZkE0cf8Ut16gplYlv3MxhEEQKtq0O45bc6cEUiWdywyDR67yidxsQmmOxoZgC+9wD0qibz28pc/N5gunwilhpaO1EtzIKT8xOMJdovJbVvSeIZHhiviazUCznYI1czDBw8yx2Gt7ZAiv69T/3xFJBrl5d9pP3ZlmGrSSsE7IRCnbKSK7Xdd+sspSOUD5/7qNkCdUBuRC+ffFCiVyx5eEMSkDT6ZH7M3hkySwRYcvFG0/ZWZX46u3mPL0yYMxS2ft1u3oU5QpyFvABGBFNI4WqR9d+AMgxDI6ZgiU6Gy61K+va5F4EXw3eGiEC1+Mo13zYOtIBjEDvIg+5p1djDv2c1/5d40s89P8QwF8B8NeXn/02gP/SzP4yEf12/P/fBvAvAPgz8efPAvir8ff3jtUQfdfLTBxpcq5TiacAAz4pr575UOgL/zwtaSrv9DhS2Bw7njjywM54Vj1S96SSkDdF2m7eV8YOL2/O6+QGb62NYiPmax/1FAbn5hqkzCZW+Vw+Jma35gNy3npUOeazijievG0b1Bo+PZ7RJbKNqCdPmEkj6r8/QnkvzaXM8W/VqRhfiyfyOus75TvOhDQNCqC/n5fPr8yZVAaZAEyFlX23H49QQpRtlbMdbx4bB9xudxABzNejztx7vYPIe9iU4uXj7+/v6O0c8J5HZ284jkfAfDbaCWdPlfQSE4KbeYSKbdvH/dxQ24SIQu7O8xyHSfgJPPNwhnynlPVaKx6Pn6HWaG8rGwSCW6lIDaR9Kj4zw2mfwoHx7oxdz8szARhtNFboKt8/I658pn3fx57LvVhYwEWiQVnBHkZmKl8b30tYcXVI1vYTmfPKPZbP8F1RabbNRbyPmlf+AgLp3fsExXsecZC1KmAUB16oGxtmV+4Ir57Y/FqUesghv9Wx7KZxohZDFyO0/lk9+tefz/f4fqWe1/0h4xcqdDP7r4noT7/8+LcA/NPx7/8IwH8FV+i/BeCvmz/Ff0NEv0ZEv2lm//v332WeA8nM45T6OTFZgYihHFEEDQrO7Lo/6wj5M4veesdxnn5y93wpGOYJKa8K2x9JkQdp+L93dLUI6Wi0tcyez16Q0NHI0JnA5HCMiIx+LNUEj35CqjhsEKfedFMYxXFutAEQkIhTANmLYXyhrz2U09v1uemX9wC8gRSI50EP9xsej4d7i7WCIrSsEo2bAla512/Q9QwFVcKL2sFcsO/1kvjpGV2RV0JeIILulYO9d+y7w0sQP2jEowjGLTjiNZp8ifDoPeNURwZQYHZgr+HvNYO1jgbGtt3AvJw4wwmf5Qk8AghP2qUZ3k+GlILWT8AozgoV6KZo/YAbzo7zbN4LiNSLV6KI6H7b0SM5N0SKPKmr6t7oViputzjMQ+D1B2fDcRDOpmhPV9KFZzvm7K7JAry93cCRjyhxWHORb1x2m+K+7UC0OFhbTABAP6JYqe/Dswf65TNrmJ9RRCprl61YA3M2FQuwgSDsfWe2ckMvAVWpe+SleSS8l5s7B0RAd1hJYV5M1aP7pzB6a57gjdxH1x4etxvpjC5XDzeftfeOIgLDMRKGag0ihj76PEVNCYnLHaLoi70GgtQNQN2vp1RJtq62OCi9zvoBMwPrdDDNriyYz/TIUDmvsIqFnOXvphF4/ewPgV7+sBj6H1+U9P8B4I/Hv/8EgL+zfO7342efKXQi+imAnwLAN9/85GKd1smj2CjpGY2X6+rlv3Y9mSTxy3VSSil+Ug9f8aqrcrxW4K2lyIPFURitAQynTTHIz5jkDCtnC10/M7QObzbvvdGG4/SCiL0SjDUwwOLhMcjhlkwyLn9yXvJ518MbzCaOl4rdT4UvIDBMDXaeKNmsSBgaDYeoeHFJLQVG0fOGK0otMJyXFgcAxvye54maSjhwzOHF9A5B4qK+QVUNQn5S0LaVYELw6HCXUUl6vumZZk+QAUtZHlXmDbhqLUORr3x3jxYMUhcjNOVvfC5hh4wCnnYO79QyAVgVZvkc5zB+E+Od1Elfd8a2l+nFm6JnwQo61kR8MjCyCVcpqeSDrthSUShcv/h7IWRqPb5vjVrTA16hxtUDz/9nxJqynxFUQicTGmoQYby9vY3ko6qCY32IaHSy1DoPUHY2jHPH0TosqnILMZSKrycVN4rsODjIocxXFbUWCs4mYNnoLaqGX7xjLo6hu+PhVeFqgLGNxCyBRrtaX4PiDtyiK/K64wSkRZeMe/G1yGr1uL9L0eew7AW06KQfBUP/RcPMjIi++ym//3u/A+B3AOCP/SO/YT7JV68hPrdYvjipnv1cSzIMbnQqBPcG9wGjpEe/wizrAuU91jB0HXk904beBaGDsEsUaZAzFTigm1zctRgpBYHZW9HKaO7mFhqIpkoEsLgXXGocki1+sjoRIMSXjecGz6+1hqZ5IruXGVOEdu6VK7wrYfvZz1DLrIRErWi9Y78VbOPoOwNQRrL1dez7PjoxsswzKXvv2CIJ2q0ByFNqCMLX5HO+QEIia4+bddMO5aDeOpejm2IpjFJn0U8aRtU8NJvDa5zVr+v6r21bc6z0OZGs3nxpFWFXKNDhkRLMIMZ+c2Pu9EOBgNDC6La+yPkiH+fZxolBIleKG5G/s3Pfo6c7y5Brl22Md3cjxcPjTudorezMv0VkMMbSqPp8Ll0+mbGJ0xl9zCRmC4N5u92grQ+Fp6ro1qC942wN2g6QrVGl49eevD6dCUUFlM4cZs5orUpeocpU5u7cxNnDR48OnR41unFY2nZEwzVSA9fofZkGB4Cw65LCuNzPzJt95Vi96TUyzrnLdXuFYfK7OifTu8GqH8jiP/hy7vpFdr/4k9fxfyaUQkS/CeDvxc//LoA/tXzuT8bPvneo2jjz8bXQxTfyGZ9zQSFmqGVfkyv/s5SCb7/9dlyLg4Pas1/KspnXRBFw5Ymm8Gc/aWYGR1gk8XwS3nTiX3mKUX5/xQDXhGYN7K7A0I18g5cN20YodcMmBYUwknDDS1K7KO6MWvy61xJqn8P5HkTkZ2lCIFrxzf2O5+PEKV6w8nw+na3SAKoeooM6hG+xoa85jeQnI8LxUgq2Lc+KLMH9LXie6rSyYKIpbHQkNMI4W1PJFXKHRXFPG2uR1cG9n+hdA6M1h3mkhuFOI9cBzO+fp6HsGwRRi7BEGiOxN+RszuG2bc5CQh/UU+a8N8DaIdWrkQoLjHkYtNvtFiydmW/I1quZtE9546iCvd/fkL3xU/7TgKz72ROjGG2h1+IuYHqljtHP6DWve+mTsjhLyVRaIZf0RoczZN4fx7Hx5TzeqDwGgM4dt+gFr6ogAY7nE3Ke0JMgxcaB16o6zg3IyNrXzR2VFUpMqCWL/Va8f0YQnx8GzszgqHMws2iFG83RqkfuAkZnAN27ZVa6Hs6+OperEl7n9jX6f533Naf0mqDO31+v/4N9ZAB/eIX+nwP4VwH85fj7P1t+/peI6G/Ak6H/zy/Gz2cyc06eQpWcVgagawvFpKPq7hG9o+mkwYTIjZJeYjIXCLhAEWtYBVzhlr0Gc4Oiq18pbuGJULbNK0MpQjWycdo8Le9C5GwViPOPiR03RvMzQ5m9h4gx47blQbw86HVCXpiSnrGqOt81PcIoHDEEB3ahimUSUDVK9Fv3wz1MR4WpFMb+doMx0H/2yWEZYRAXtP4EcQXAaKeh2Sxpvt1u6Kf3tq5VIAxwuVb1tu6HThgYx3nAlKA9w9IOW3D/pJVZ64B4y9nCEr3qEe+gARvk+jeYejLqdrtfcFbf+BXZPnV4mM8GNo9W1AjaFMIFe7SdzVxHeth9wTNVOY7u9Aix92jxXJyCt+87jAh72XDbNpTKuNXNS0/B6N3pesfpspker+O+nicIiYcqQFBs+w37fh/Kf6WISuDp2gDr51J3gUGtHZGHUuDKXqXLfIURcx1yb/g89pCfFsnZrKAmmBUUo+DO+5qpqfd4t4xs4uDsmyvndr678yKCN73BpF9YbO+PPHkqoBJeKqXVgrkymVaVfP7P1kBFgOOcCVJ4n/4iBd0Um2yjlsMnxp/XijnUow3gjocxcLij2LvhGbUROS9MXqylajBhkM48HzNDQbP1LgiKqPjNSMiAVhkI+GnVE5KGgK/nlhLYi6R+gHcOfBlt8T+GJ0D/GBH9PoB/F67I/1Mi+gsA/jaAPxcf/104ZfH34LTFf/1LHkJt9tNePd1V+NLb0A58++23IyxOutyKGaYyX5OewOdZ5PxOKs5a/RT1FUvk5KMLQ8yrARkMFbtY3IQHlnmbcI3NohLO4qCSofw8MPl2866RJU8LWsI2fybALPpAa7tk+if+zDjOBxA9YyiEDdGylUUAcYYF7zewAd++P2BGeB7vkPUEF3iLVT/16QbVOCGmzFNxuMQxgeynNZnhspZmhN7NmQSB33fuSPqj2bUwCfCN9DiPUYwErL3AFcSKKgxiP9aLebvgl2vvFPfAvQuhY80AqkEEYCOoEsr2Nk4XWk+vWmGKx+MTWtPAx8vwIJNeWmvB/S149ISBl0/ZCwMRPPezz+S6gUARRb3d90u+IGVxlfMVjmptsrVWj7x39b7fSEMwI6yU/c/zMtck3CidD0NxNu93songPB4g4wsmn/j9eZ6wAZF59bFHx33IZeaZ3At2Wbvfd/RehtPVotc6gcZxcQBQag3l28G1vjiDgGkDs58vzLU4PLtE8WoT4zYAZB5JNO1grAVdAZua//wMXWSqI9JzptLst8LsZ9JSfDb3srXTHTAi+AlKEfUn/q7XKuX179eo4PvGl7Bc/vzP+dU/8x2fNQB/8YvvPr6I4V0Dk/51HA8Pw3s0o4/qM5bZsW/1uAddK/pF52dWKCT50auXnhjitm3Yot+EJ2yCD1wLpE5etp9Uj8umnwpsFmm8FiNBGNI1Wu965n9NnKZhKaPYYA3TGoBoBmZeyERBlSMsBVlwbyrQQO9MR/OILg5Fc99veNgDtu9+3mNXpxZmT5V8fnKKVjIw6uYMHCkUp/SUaKnaPlsLV46T3qjqZ356WD9bGrzCYGXph57rtj5THj+3tnNYDXQaaSAVGIZXKCLjdKGRO4GAqA5PVF7wz+MgmDnOm05CkdkOotaKUmt03uTo63KVz3YcaE0j2bmj6cNPQxJvSVxQL5BgJjZTcacSXKNM4QrEXMGu8g9kZ0kd10sZmRHVa9uHKbuAe92SeyFzN+oVk3XzxnOrEgodAA0IL+EpX2en424Bq6QTtO8bHg/F7eYRafY59xyBV2Gv+a5D+9gfRQStLycCYTptmQRNqmn+jpnjzNoyoiQy9/ZvKNHAbp6TizDaCodYs/9SGn4//NxbfXNAnEGCmftY/bt9zDN8PoSj+p/Qc56+A65JY/El46uoFPVNM0/5mdZb0ZqBqPhhCaTY9zsMVz7t6rn0JRRaPawLxSwWIjnTiXlu24Zv7m8uvNmnJTaMVAFRgcGTL3zahX0BzOrJvP7K2hjYmfgCb1uBre1xmUc0AMvFnR6Vv2sILmdhVZ6TmgUn8zsZgpoD6aPkHJjJrtvthuNn3hCpBz6/Rzc7x8Q3kBlutz2iB8JWK1CWpKIp2nMeIJBNqiZ9iyNR5x0MgUw0x+ELRpdnciOonymKdV2zk2Mp07Cvkddn0U1xnH+Pzz9PZzWwOAYuuBaOpIHMGgUzwzMS3r6mghpQU0ZVCMPhN1VgSf65MqyopNj3G3Ae2ODnlircizvPczTWWmUmj6XL+VyT+8k0WUP1/Du939t9G8+djswKbeacpXyuTIuc/pFIJXhk2TVgsjnXKce5D9b9QOkYLZHHvGcfiWNiQ+V6we/X/dt7x6EdXQRkhsfzOSDPVQbMbHjwqoCUmRfIBHZGSlLYqcERGZdCUJ4MOyJyD97MIabTZTwP/DYzdAQmHv2WzoBZ1DqEBS16IFUWnKZDoTtUS5c1GM+/KPcfMr4qhZ4b2j3zeSIJkSvJ+/0OEQNRfaHvdTweDwBTAc5E1+Rn5+9EBFUKtuJK/H6/o4ugRJZcyDPstLnHTAa0o0VnRIad82SevH7Sw8YRYVEYkhs0F9zIM+sGXLzI1ZsoMvs9+KI6SwWYRVFmCFYMe6Y+8UcImip6HJBMwuBa0c8TtWbFKQEdeH9/gLmgsh8qvUsBkQy63LZX3Ko3a9q26l0AxU8+QiaAmoG7V772iCryvXOOvFeKK2KHl9X5/Bod7wD0dmDbbng+Hii1grngOB4wm4d++3p3dCPA5jyd5zMiCMLz+Y4qO0Sc/eIQUPCrzQ3MXnhgtMJ+ADLIUxxSBKYSEHgkPumGvTX0joC5gFJ3WBTxswjKEmWZGVrI45DJUiD6xH5jANUrjbfZjjmrSmXfcK/Vsdg+qbaZrExvlJlBAvRTQSjoSwSaCl9uZRhzrwr2EN+99s8L1FKJMEeLAjLMFB35eZ4AqAg2AmAGXaIKX/Pob1+ijbScKGWDRML3qQ9Y73g+39HjtCpIwamGzQhQh3Za4vZtNmLrqlGHELUlS7RySfJaA2uotk5oaBdDot0TyFJoRJ4DeiLnq2ebXVVF1w4/Nu7zk7RKKeDlGXrXedh7HGpCwjDyVtQFAlYajfl6Ol1LVfY4Fg8Nzst/aer1PeOrUOiZnQeuFWNp0bNqLieNeVYkpgCnEkklvpagr1jmUOi3Hfv97uFnLShcwOTJRmIBKQ3mBMFPhRfz5OJTG6TbxeNYaX1Z0ZjeY+JoyZlPSGmE/DQbOOUcrJ7Paoj8dxiLvL6XUjY28vJns8w/RIFTHBnXIscA8gMdkt3BVFCLF+EwE2rJPjaRrC0EjcilZIaeXfjIDDWMzwoZJMRVq3tLPeguRn5kWfYkYiNYwBItWBTAzEWMCIfcCGSbA1/7LDbJFWjedvfsMAvWxbNF0pnSFo318et7sZOpw1Wp8HKTlepMmtYcjzdznvi2bZ4cXrzKXONV0YkwCgJjl2xUNvva1N2hv10KgKwuhScGmQd/OlknZgapjMIOvwkR2II3TxVmZRyyPfJDkrKSJevXNgtm2UbaAGOoziZZKWOrvA5sfWF2mWVLCg0oyg0yUwl2C3A+/aCM1lwGAcC0oxsPLNmxcx37SVVH8WHmyFZ4L+dZVZH9UUy9evQVClTFiKYyT+NnsU5Kbe7DVOJmV+grI4d1bl6RgPVauQ6jrUL+fMyrYRHgvGrowy8r+we+GoU+Q9OJk05vcsWYV+8vJzfx93UT5VixUsAn736/+4lBAXV47xYKSGCGbqOwYslip2BQEZy9e+tfwFt5hkCtRTgrPrwK3Qq1DE82jmmzl5a2w7NQ7yoHwM9/tJk0TmhlhJlccD4flwKptVQ/Me78U8s+lHYeAL1tftboxFd9XjLqMLNxRNk67ysMNdfRm0jB/A0c7/dKVaYCgydOvaAnWS7Zc5wG9LHeI8dMEObp7hxHv02e9qsnutJjDdlREst6KGYl37yPK1MCRS7AnYBr3/71mMOcG9+0AKLIK4uB1sguWU55vKG20//O5yfDvmdfnJApzla3Nnjpw3OFY7siMhKDM2oql3YLaYwS8+6tea5oeJ59OCqvRiv3RLb5zfkAZn3BcRxD1lbaovM/hlwAACAASURBVLBTX0thcHcabkYYvTWvjOfZTneF1l739YTfErZwrxq4tu3IdzRLObj2jVkdLTcgc++80gvXf7/Cuqv+yTwEEYMWI+PPc60OtYgC09shNuALdfpXotA9k54Y4sT4fLxiirfN2SdJ10sDkImKzHqnAA3II5KfpRTc6obbto+NJSJQzOIFpjhtnqPFKRtUO0w7qtFo0LN6z/nMjj0vFaYycc98ltwUax5gKHqa3umquNwzNLTuuOqgPCF6TZ/epla4RHn2hHRa84N8B8baTrw/3iHR58MVkqAK4b7f4LCiwBYlbqYgppGA81/4O1QSp2TRbFjkG0TA7I2yzvMJarOYp5mCpEYSidDaCe4Kyj7VC6aY7InzPOMYPPf4iOGtT1ncozSGhvQ3VYh2iLwFfRDeShazr4t7fgoYB0XPALhyaz36uKjT9/a9ep6CDQ3e74OI4pCFmTtY+wNN6GxWcOqmAG3oXVBbrO/GuG/en8UwoYveOzoMvZ2417ldSykur+wRgxvRA6VkMRkji26yqKqPz2nIkkN5qt7mIL3e3rzN8Krs09lKWUijNRSzZPdSG7TRUgqaPcF5MIlmIzVx7zthBvaDJQgBO+qMutMzF5FL98PcO+vnUuET+bW8l5FHU6uSJlLM6nOHV6PNflAFAe1TYXf1owTzXfP+6bikE7oy83IPrPvvdazXW51FEQFMgZCD0S3sC8ZXodCZaSSXmJ0iCBi4zMRlejOlFDTto3/EVgRkMwRMg9DPBuuuTKGeYc/JrrUGrgWnEImgFoGaJ6h6t1DErsTAjFNnOEisoNMR1Le3Ny9lNi/82UoFrHtrgEIgYxgppPIohVdt2Pc6IJGBP6pnvofHZAdU3UtWVVhASaUUL+vfu1fAdQ8d0eP524kqE65J2OWTNdDZQU1xMFAhICF82wi/Vp7Yd4bcfhVc3GthEVe6AyctnsShKawb0pACyldPUETibMtsMlaxoYMtvTxBKeFRRSIJ1h2vXSogU7EBsyEWJXMg4KLjeMLrhhtEGVK9oORWyvAYHZoQbOwVs2quLCk8ovM8vZrzdG/fAgKQYtjKHcKebDxaxy5OjyOKFrU2+3j03iGckFqE29XZUcSEugGFojd5dIaUCPsdVmg4z+fAbx0CIpzNoxwRQXs2UCHkIQlKfuiKy04ybFzpnbFXUv68AZlTKM+z+WEovY/QngrhsANsCWt41ObHdxqonwDU+7QYY6u3OKrPC4+0d3TzYqP2BEg6OjqaNeD0/E/ZNpgI3srMb1EhfOoG0cS6w5j1DhYZDkkzP+yj9z6qqUEY7KSVKXYCEL1CKTMPdYVsAAwDms6Xn1laM9UPgAdX3sx7/q85OmBGqytZgxaDn8bn6NGIzGZ/fLUOUo+2nXLqsM+XKvWvQqEDMwvPzKjR7pRk9sJILBZYSPnJhebZmtQsaIo28XjHr92S7/s+2rSu7WLdIxQQMbZN0MUrBH0JA8ukzEq7Mah1w6kdTAAxoVSJBvneejQt+eTDT5aBP9usMM13zGcmIgi7crHAc8/zGIaN2WEFQnonkxefSjzDzDywGmiwQ/E8OnphFCY0EH7zH76DdMOn+uv4tXrG3MYpSkm/M3WGA9FlQ9iSbDZTaOsjmsqR67RCMQmNZPMvkjxBaJ7PuHovKy6/9tLwjaOBCwesRc4Amsmu7KQZUAAztB++iQp5YnGE15MTnHOYBsGTuzW69Sl6UzA3WCNw5cv7avdzPFWdA25RR0RMDodZ90M64EnV5C1PLNaTwq0rlKYS0ljbyt76OGFBV046lLiL3qTyrfmenP8WXnnWgbC5osmDWfqQJ3j0FO0PinjDPIFz+LueDo2YK34AsDPl3imE2aRt2wXcA5IQBkuJ6k2f723bgO7P81wSvN5GInjdEfHm8XPaFUJejcvM7kyRI/D7voP79ZCadZ+tOSogYBO69ozhYCGt41VZX6LpOOoxE7np7V8inogaWp9nqoYqvMBYE+78svGVKPQrVgxcX2rtJZKbfGC4fbb6zEk9z3NQ9Gb7zzIw+FpreMgWyia8SsySa43MCZmNE1mEGIjKM6rk3ePMqzhHOXuArozZDyR7Qc/n1s+FYBlDmZ3Nw9CYh8djUthKKYAAgFefqgEtqminYme8v78vAnNCm8G04Dw+4d/6N/8C/uf/6b/Hv//v/Tv46b/xF/Hf/q2/j/obvxobMU4NyjAwDCcX58QTU3SZC0W9eDzZ4pjZOw2uxirX2I13AXN4JhFl5BytLJ9XOt26IbMNwPSoXMH1qJDcgkFSq8QG8/M+iZ1LTkSQbcPz6WdWKnmEcKVJOoPG96XP/ePbT9Dogc9FLkVsEsZJdcJ9K3QBeDRTZfZhz82e75awVDKm8t3TmG+RPJ0QJcFP6HHP3HRSA1+hkVfMdzoQMuSxlIIzkrZDbjFzNtmXRwqBzSm9E8aJ3AjfoMczmByC+7Y7XzsM0PPTt3g2v346V/mMacAzd+LPDbSzjXV53fv5ThKsIxGBMo2Twv4/6t48yI4sO+/73Xsz8y21A4XCvjXQjV6m954ZcmaoHkrBzSItmwrSZsiyKFuWHLbs8BKWZf+jfyWHLFmWI2xLFm3KpoKkJUoUt6GpIYfDGXbPsKenF0yju4HGjgJQBdT+lsy8i/8492ZmNbeeCCrUyogKoF5VvZfrued85zvfl6CidF91q/50HhIGn95TKSWSAEo1FENcrCZJeHd7XyqlIiumlThIP+s+386Jvk0IMo+SxAO7ca+bFH3U7WMR0LtZA7QXNT34DfbofXODDQaDfQ+Qipljyu6KOPiQbgydJbODbB9jJt3s4qUZJ8eiFK5SqmFh/Mn/7MeZWVr4V3SG/uVsN4DB4e/mr33+twH4oX+1u/NHso23d/n1v/tTmKzF8sVfU6ARkxUEJQuNt57gLM618wrOieZAUmrUWjfuQdbXMdhWKKXJTBGrEd0wStqFWkSnJEgIa6cLfymt2JtOZeLQeYJuqyrBUDV51kObnMrZ5u9NZwrW2Vb/PgUC70VCQWmpBpog0xm8ScEwBcqgRNog71D4vPeoXKRytdJkJmsko7WSJqb0sEApMf3OsoLJpNyH6eeFQluoABU0kBYXgX6m41EzkS3nRyQFiqKghkY0rIoZcprQFFir5cGn2GGMyHX0Mxm6ct4TYv+F+H5JRK/buG+rHGGy7V+E4/0T2io4ncNuc7S5vrHS6f68uyWYJQXzdJ9Kxfvtjfp/ePtYBPRAm9kVRQFGpDSzyBfvZm1KqdZkNz48Ic8xDkzU/9BaU07GJGEfYww6L8gLUTHMCkOujPBEvQetUE4eBrSYFYRobUUIeGuZWVrg5/7a36XfiwJKnaaolKOe4FvYJgTf3DhpEUnH0dDOlEyhBh0Xl063G2Kjs5IR+O7NkSANk7f8bNGAaTHmEAK74228B2fFDkw5i7c1tVfsbN1hML7CP/6Nb/F3fuL/5Ps/+yT/7H/+Ce75AcVwllyL7rca9HAKlHMURhPIRRFPGVzw+DAlKDHe9UGRTLxBrkORME6iMYAXTBdANTCUo7YlzipsHcRPNQSqSmQc6q46odZ4OxG8uxJ4p7IWrUS344f+u78QeyI5RZZR9PsIJU3kerXW1MRMMjOAQU2nMVuT/UjX0mCi1EOsmBzxfTxBy99oI2ynQqWJVTCEiKvHkXgfojdpwFmFdxpX1Vjr8BGPdVr8M40P5FrUGuu6RgWFQmO0isFTmthlbYnzMigMtnZIj8OjdMLuk2ibQCRKiUm2Mbk0DaW9RC/LKPI2O2+gLmoK1Vayuek1gUcphS608O91IIS6mQxWylBXVYQ9MjABKOPvebQKWG9R3mGMOFBJr0L8bb3y9Ao5Fu8tdR1doOogkrdKQXz2k2JoCup5nmOyjF7RY1pXzfOUKkbvPTqabRcmTnKr/QM9PScmGC74VoHRGIINsu8m4CuxnrTsr6yUEr2gEDozAUbhXVtFduNAwxhSscLtxPNuo/Sjbh+LgK5IDudxevD3gCO6KyO0EI1SSizfvAgcBS0lUlBC7M+M0BTxgdxk5EYGiJRSjYymrNRdTrLCZEKhsrZuLrhDuLKaQHDtjd/IixYFIu8qQv5dp/fEdlFKmqe6U84rFaJkqGsutHOuGZ0WxkSr0556DUWxX50vLXQpC8xUhg1RyMjDpK4wCrxSLC0f5+VnPsXK8B/z2aWKH/6OT/Pn/r2/zPrYMVNoTGFYLPosMRBVSF+RqYxpDywWHeKNyCBOh3pMCNAZw5ZzFgS2ieyYJHylmuzKUEe7PslOWnpaY6dmU0Yl5sM+CFsiK3Jc3X5WysJSNi4LqY6VWWw24yiiqQTRKLjo99nZGUt1l4S5EDZGOp8tXCL332AwaKEK0w65iZVZemgN3kkTMOjQaMp0M8oWDpEJYO9F58VFplYIoeFhay0c8rpKeuY+Qkw0zXRhJyVpYBnWkinsIi62sZo1onXfNSzpJhsAuW0N1MWMo/UZaKuChAFrlMohDvEATUIDNNXzh7NWuc5JDkLOrzEGq8TZSgeoczGvThBJ2odupZ0gm26MyPMcPqQsKccRE0HrGjpyFzZxQKYVLqliGvDeCUNKBzFYie/nvGtw8MTEEaZPy1qTxmpLVexCYM19pX538P52gzl8XAK62q81kTQdGmysA4+kFa4pF0MgDwGvUoMhDhUZTX84iH6gmh7JYFilNF7eL4DKMjSquQGVorko0OLw3nv2JmMMIXa6hTnhnEMHFScSM6R3qH4Xxpd1qozgPU4rlPfSrPOBPA5qtDdYYiXsH7CSHkBv34KXMoQuLJUUCpNLfVb0CL5GucC0Vpx+9CW+8JN/m7/5V/5LZkKfa+tjFpYWKDJPbgJDSmpTCPNEe+rMkvs+QSftZshjI5Og0Ebhqv28dOciHxqFR6NCy4/2Ah7LA9xplrp4DFnU1cnTfWAMk8lEMixjRU/HaLBt5QLC281z0XyR4Baa15UStUB8+//JdNI8YJWt8F6TZVF1sxk0as9znudRSpbmeqV/k/eqVy3mn4KvUqkxmyQZUsamyOn2UgL9or8PJoHkRt9yr9NUL0iyIbaJiSBgO7Q9hVYmHpNrF0rfnrP03DVUTu/pFz1CpC/K79jm+LRu8WYJWK2JTDpP3WG79Dz0+3JcpmEtpYAs1VJVt/LCxhhUUaCjSqlzrvmM9Gyl654qYYHIRF8o0PL90/GlzRhDrapmXxO+LpUJ1InyHO/H7kKWgrnWmkxnDfvGxcEs8R5ptePl8/fz9luILAZ5FB9WVwxhfy/xo2wfm4DevSgoEUjKMhHL6T4wXZwxNQeNizoLgHeBIs8gdHnQmiKKa8mTGZs8TuiFMuzSrpxCIXQ4G8epG6lPKyWXCvggE5l1JYGzn2cE32JyIB327nSY1zJp2dwUqfuusn1NmG4D0JgMZ1NTklZErCiaSTrvPcpEa7MOF78uawhI8w1HbQ05Hq9L+v0Z3nr7Imb2IO9efMBg7hAHFwq2TY9hNqSnPEtqQLZk2N3Ypj/bZ2rHLPoRk9qjB7OUtqYgB2VwOqPy+7vyIQSyFDy0Irg2CFbOYjBi8RW3dD1DZyJPHkTTaYaLXaF3sqDqmPmkiiqd/2QqndhTSaRKa1mskzqkC35fRSGfmab3xJovL3K8tyK9GzOyNN2cApX3HoJo9PSyPA7DpESklaaVoGIFg8+SoFiBLatG1MnTYWdFLLbVcMlw1jWsHTk/wstPCYAsGInSKQwblSkUWZPIgAhitVhyWvhEFiDewvg49CPHKKyd1HOQ2QEf4bYabRTKtoy19GwnznqqNIwxjbpk1+c0UfOsja5FRMKec8SOdKOZ/nsx3lJiqLSWKliLLk+3Gd8E1LhvygdCh4ihtaayNVWUJZARiTRk5nBO5HrTZ6NohPwCApl0309+TwaK0r3Zzd67wf33Cty/Fwb/B20fi4AOrYysDLPQyEqKF2i7mnW55qlxqlSGr6coBFIxfY2tHCrhX0qyC0yGC6LtYbwFJSPfirZJpFTM1IMoE7qYSQFitFBH7RYnruHtRZDhJq8yTJ7TM+00ZZu11FGhTm6sni/I+rH8wmGrIA0qY4S+ZAqM8RQ9uSmyXiZBqp9R9zRz1jI1Cls5emOYVhU2BKajmp7PmbpA5mvyGU/BlMF4SrCOYfD0dnc4fWSBC088xWs313j5uz5D8XCV2ZUNQjGgpwyz+QLq5ojpNGBOrfD61bc5faCPWdvi9FOf4PbD+1Rmjt21EWZpmXsPtzCPP84unpEeMi41JZYtFThkC4qqxucxWAaDJUfpKNGq+ygcZVmB0YTakhuDdxFuUpraW/pFn9pZskIznVQEoMj7gKGIGiRJsiHdV022GMDZ0NDvvAPvoPKGzGj6hQafi741isxAnrfTw97VZEahnMdVNSpy8J0LjF1JbhQhGJyvMFlPLAqVioM9CeNV8RgkYCXJW4EMxKWqnNaNAF0Krs6JJgoQHZqksWZUJguPTOTgLBCMxCAAAr1+HpkkwhSRpCHd1gHT4YK3sJJY7bnomVtVktS0MsByX9e2HftXigb+aBrEGIy21LaMcFMS8FKEIqOuTZMdh6AgWIo8p6oCddJM0gav4mLvFZkpmsEtnbVKmolAkcqpBNEowEVoNFfSwykSvBt8o1veSCyEOJsgClsEJTMqLihcUJggi0BQgRywXqZ0myCtW7VVay3WC+25i7V3KcZ/ENSS+osfdfvYBPS0Ogr+2a6siRaU8OauimFzMlSkYyGZRkPr83FyLDWG2D9EICWWRSvB71I2ZIxIrNq4Ojb6ySEGiKqWwYkYKLoj1N4LBzUfDhozjrS/Asn0YsaiqXqWkEHuM7TXKC/9I40sZJWaygMdy1Fmh5BlGAw9ZVjr9xlYT8+OKHLH8tDgV1e5kGuWVc2De9fQm7ssHJjHac+5+YPsjfdYOXGMPNOs3f0mN7/1Hv/Nf/IXuHrnAx658Cg7t9eZGS5gFhZYm4wpjh3g6HAJnOf7P/N9sNynWr3JpVfe4PzjT7Db85x57BGy+QVeHJeM37rIxZu3GRw7xs21TU48+hLvT6fsDubZnh2CkzLWOEfPjQm6ffgFTspE1ClO3qUBnVTldHVduvCbGHvIvRRi6VrXjjzfr1EvGWML74QQGh9MAJPnhCSza2R0PAUiwaEtZVlT1YnxIoFiWlcMiihIZUHpqcw6ZBljVzU4fmWl1yCZccrQDF3OeJZl+JB6AqnR3tLdGmIAnYdfeYGGkv6QMuRNmR8QU+62v9HNiL0Xw490LtPIZHruukmJwHi2ec7Stg+GiCQAybQVeWHQJqeu2+lOKWj2Wz8mzaFEzezCEr1er7kf6rpmdnYW5xzTckzqH6X7ontexuMxgwjziH6ReOg2zzqqgak07cxIOiapjKUW9ko0c2xom/Tpvu2yXUA10r5KKXKTUfvWKKYb0P+ot49NQO8OSOSZ4HGyaqrGvDVd4C5VyTmHtVN5PTOkceYQQqPG11C3bIjGs5LdoITelU68CxCUOJC4iMtasdtp9tPX8YLXltxk2No21LP+YEDwDhUC43IqU6RB2CwEhF2gkgSA0L20is3NANO9dQolrj2zwxnKGradpdeflYXOKXoEluf7bG1v8gn3kEdszu5XXuPGG6/DrOfH/sy/yyhzPOh7nvszP87GO1c5uHAANTvLeG+TQyuHuHf9KvPTwIljJznxxCco761hS8f7b73L6VMneXhrle3LH/DI5z7D6vpDFp88Ayi++VM/y8yxZQ5nfdziPDNnT7L52juU9Sz54kFGeszWUPHcd3+W4tQZLv+Pf5Pd1fc5d/AE+uRjuHyF1QMnuLc9pip6lOMJRRAZWKUVeS7QBLUn1zl1KThmFFfEeo/ODOWkah7iJOImnqZyO3c5zXXtyLJWOEkYEj5O28a/VZ7M5FRKhrcGwwFlWWJtorMRlR/bZtekKlEq4q5RbqGqaiyKPIeinzVSBeney3LNYNBD6zxOokp3QRrY8TmQmn2fZvjv1Y9xzhGUjw5bUuqLFFGazBW3p/1zCb9bb7srUZuCjSieihVcl53VbeqlZ6I70JeCfxezlvMOMjSRMGSF94a6dnhfdxYSOslP62eQoJRG+z7NNnjP7Ozsvs8uioIyctfT9/u49CHESVbZv+SJa4yw2oqiaFhYaeseVxfeSQ3hLgNPKYEWM61xRCiuc96775e29LPue6Tvv93tYxHQ08F1m56N96NvjVlTSZU0otMC4HwcFog8V4hlWFV2VkKZfgxKhi5CdE+RwQ652bqYloq4raLDSPDxJq1rmaD0kt0558jyNB4fsbIOX5YcjFJNEyzJ0871DMvlGH3zCsPpmFf+3y+giz5HTpzg7NmzXN3YYLgwIJ+b4cCBA+Rhj8Wsh1t7wMrGBo++cJozp06z8bmzfMcPPstw22IPzlGcOcaB+Vn0eIaid4DdpSV6gz7DwTJusseRc0/CrfvUX32DvFKY8YQ8aM5++pO8/cXf4PGzpxjfWOWdn/5nPP3i0+x9+avok0d44jMv0l/b453Lb/P4idOwMWL25DK33rnMI72CCTV+7gD3K8v04kV++D//j/jWl77AxrurHKuXKK/dZuXib3P8iRd5Y9zDFvOImp1ASQFHpjJMb4CrHCoIjFUj497hQw94XUmTTWuN0pakJhi8io3WKrIi2oddKUXRy0jDLCEETJD3z7I+00rwZWleivoiKLTKKKuSunYSnFUW5xxEOU9loLzBqAS1CawRtIrBuxIddi1mCdKnlVH+4BVBe0TNscZHOCh4hfPSQzBa5IAbeWYllojJ55bgCShE2Tg1iSPrRicGbov9tr6iCu+DmG50IMQPLySpGk34uUv9LNMai6SFoZt9CszT8tVFBSejLNvJyy6GHEJo/E27NL82ONdNpWRMj65jUzq2boDVWiQEUhA1mQjBtUFaN6BG+ryEBIRa9MyNNnK9MvEUsD4xdVpGTbdXlp779Pn7q6J2zqZ7zOk8fHgTa5A/wqaoUuok8A+Bw0gt9vdCCH9HKXUA+BngDHAd+NEQwqaSvfo7iBXdGPjxEMLrH+FzACl5ekpHQZz25kr4urUiFh+cx8aGqfJSPKqgqb0wHOTCZ1HlzYHO6BdxKEOJprrDEFxJpgJVpDW2GYciy/I4Xt9mNT5YXLA4ZbDO0svAFDmDQYJWJEj0zZCh0ZhehhsqiqBRdcZCGKD1HkW5wfwv/DoXjh3hja9+jd29mk/NzlHNK559bJmbb/8Og3Hg0CPHOLoQOD6cYcnCaOCZLh1gWy1w6vHn2CgMi+fPcePNtzj+0gXqKiM7dJJDyws8WL3G8hOP4DPN5NZtelUOkx1ghu3V6wwGUPrA2E04u3KE6ZfeQD3Y5fb4Mosrh9j4jdd4Z3uLky+c5eG1S5w88xTT8RZzE8fOnTX6szNMrefgk49w/foVlk8eY2l+hsuXL9MncH/nLo9eOMUqQ2aOL3Plvdt8+sXn+Be/8Eu8/JnP8ztuzI3ZgxxSczD1TOcCy7ZkagbUWcDiyYyCWhG0QeWByWTayLYOhqmRrnAuIy3m3gRcqEQXI4CdQlFIxmwyRe2EcaSNl4TBCRQ2npQEleOdQCyJTib4eStG5ZxnWgvPWoUQ+zya2tVkvUyMM+I9HZwH6/BxoZ9Op5hsQJHlpKlKrRVKO4F2UmO3KKjKSXSokkDRywzi/AMQhAkamRCuowjqY7VbeY1RwkdvmoARPxc9lxoZutLUdopJOujBITLDbWYqAUhhjEUpWWTqmga6aGGEVo8IaDD4JG4FWWeMXnjmKTimf1PwTs9c17g6vdZ4nWaqNaRWwlpLFnFaS/Wj4lCQygxlEsmKgbvyHpX20XtsXaODATRaZTJgiBZ9I+8EBSirePyuWfhSRaGUYlpXqMygO3aO3eDerZYSvNStMtLWvK70R87WP0qGboH/OoTwulJqDviGUurXgB8HvhhC+OtKqb8K/FXgvwV+AHg0fn0a+F/jv7/vprTad8D7Sjs5G7Ijabya/XxUEGyvrCsyI8Hc5O2qL9NwrR6DBF4ZDy+KAhM8OiSdkdC410tWAnU0+K29a37HOWmsQGBm0COLk6iyL4G68GiVk5ODz+ipjFJt83x/xJf/xt/gzz37adaX5xlt3OPCMxd44unneP3Vr/DI6WPMzQ5Z+WOfZHFxnl27y9K5E9S722zYeWaPHyEPOYtz85jc0FucpZqb5dT3fg+uGpHZnGJxAQ4c4EBZSbe/rplRsHbpXTYmOxw6c4yDswe4eus9Ti8f596tu9R7JW5jhK7HVNWYqsoYZ1MeXtrhsSceZ+vhHl/9+i9x5sUnKUcVk90NFhaXmbo9Nh9aDi4usXbzGn2n+MS5M2ztPmB+RrN2fUz2/OPc/PJvsDge8fO/8g5Hjy6zde8S7vYGP/zv/Biv3nqX0cpjzI8KRrN9lJXhF2OgKi2mlxT+8ngftAGk3+8jkqu2YR9YK5oySkk2pRRMJi5S/HJ0BjoT8wuTOMnBkecGV4em7E/MmnTPdGGedJ2T4mKSO+iW5V2MuJsxOucIJiNNIAak2VbXpTQ+Dfi6Fq0SZwWCDIE68vS1TsqPZh+v21kJ8GCEGaWEWaOjzFNX+K0NEFEhNO/tIwbI7+1nliWabhvcW9XFpO3e77ezF/Lodrw8vSepB0psTn0nWdTyXFgwCUZLY/8fDoJpOhZoRPcSnVEHYYJBi8kDcRYjQitOXIe8lWlTZVoWVZ7njbG2c+2AUDe7TtexqwXVwDneM8gGzSLTXJv4d4mt1G2IdiGrls21H776qNsfaoURQribMuwQwi5wCTgO/CngJ+Ov/STwb8X//yngHwbZXgUWlVJH/5AP2Te239VOdt1yKTZM0usNxqgLwVitxbqqERlqsDEgkhqRm0iyISnTZHUuMkNuROlRBS/ZnQbrapJvSxo0cS6QGaHAzURT3yThmy70IH627SIOlAAAIABJREFUU5peX3F4Adb/h7/Bw5/4+/z73/89vHLzFqXdZSbLceubbL7zLkcX55iu3kNNJlS2ZH3vIbWvwQbGIePQ2VOYQQ9zaIniwknUM08wfPoJ+sdPkx88TP/QYbIDBzHLy7C+ju4PYGcCk5Lp2jrL/YLHv+u7KKzj9vWbDOcXYWHI0okVrt69hs89ahS48MRLvPHVt7jw0iepTcbVD26SmYKVI0dZvbbK2fOPsrOxw60rV6k2N3hkMIfd2Wb3/j1OLi/xm7/yK/SCNKzevfwqxc2bPPPpZ7hyb5Wzh49x6sxZ8pmcP/655zhw4w3Of/AWL4Ytytkp072SxO2X9oXg4zJQJUNi/X6PosgpihznLOPxuJF/BbCVk2ZlKa+VZRUzySiLaz115RqGShNYgo2zCq1JcFqkjYkDRKp9oNMQTgo8LT98P9fYOakUciPzFWnArCtyJotIHL6xoYHmer2eQC1FomAWJF2T0WjCZFJSljVlWVNPa3BgEIMW732jaZRp3QRRreV4hDUj0FIyn0hB23tZGOX8yJRrsI7gnMCHMSimgJ0E4CaTiTxtPknDQlVZptNKJnHjcFE6X0XRj1CY2bf4dW3nEskhBcJuYgYto6RJ3kLrKwzS98ri4hc6DfFuAE2fkzD/eCmxtY+9mHpfTEk9gvR9ol1rLZ6yBtF8KoxIdfeKQibfs6xh2HR7B+le6b5X+vfbaZ5+Wxi6UuoM8DzwNeBwCOFu/NE9BJIBCfa3On92O752t/MaSqm/CPxFgOFgpmkeAYQONtXFw1LAr23dZFEiXqQbA2m5gYV6lcpBFUJjJts9gcZowevKkhDx79QcIn2ehzRDEgClM0Jo/SWzLKOXt5Z4TdNWBbwCowMHg+VX/6e/zV/53j/BZPs+t2+uciTMoIIm84qNW3eZsQHVzzj9yEmy4SyDxXn6B4aEYGG4wMKZx7Ab2+jFWczcPCwfotIZqjfATkYMtJSAeX8WdnYpt3cpHz5g6AFf4yYT/GjE6NVXmXv8PMXE4nWfW3duMVsYlpYWeXj3PuV2yaXXXufw0jIb2zssHVnk/uYqgwND5g8uoMsBF9+9xIVnnuDNb13kO1/8LDcvXeZ+uctjzz9N7UtOnjrKeGeM7gVOnTzMw/eucPOG5fnv/Aw7tx+ilWN3Z4cQFNffeoMzR44zfvc1Fj/xEvfHhlrPkJlif2/FBEwwMZvrDGhFHDQtAHINoo+lAW/FhMQ5H8tbYUuoyAnXWaoG22nP1ChLD6gwLEq8r5qGXZZl+DoJv4keyoeFnlKwSPdK+koEANEhr8lMwWSaGnkKHxy5yUiqCTpS4pyHLFOUtZgzu9ruqwIy1ZqRKKUw0UxbdZyyus9UCAnGCE2y0hWvEtixlTEWamT0sVUy4TudTpuBvARVpuy0+7ylc5K4+bLfIvuQoBHvwLqWZdKYeptWpbOZ5I5BNWmiTCaTJim0wTdQRtJ88UEYK877fXIBusNQSfdTVU87lc9+0xvpFbT9hYT3fxgSSb/fHe/vNpD3NWk/jEjQVjZ/5Bl65wNmgX8C/BchhJ3uz4J84rdFmAwh/L0QwkshhJfa0eZ2nL8rbtNtHnTNK+J+UZY1QQnH2Lma4FyjdOacYzKZRLpZ2WEeSGZV1SLgVVcOW3ucDdSVYzKpqSrffEHUHKcdkR708oZrnB6SlN05bXBGkWN5///4B/yV/izlxcs8cewseeH53J//XuprW5yaO8Hzz7/Iw/EOB3sLLJw+xZsbawyeexq1PIea73HtwV1YmCN78TOs9g+gjpzDjwxFvoh2GYOZIbWpCLXF7u1R7W4TNjaZrt9C721TbWzQU4bMWaZr92Frg9JOeffWVQ7PzRNGI4rpmBlXE7KKcrrNgWGOKRwHD/V4/pnH2N24Rz0Zcer0CR6Otlgfb+EKzzfefouda6tsXr7FdFpyd2+N+w/vs7G+QWZ77N6esDqacvs3vsY3X/l1NrnNv/jCz3LYwOblyywfP8d7a7dY+8YvkP/8z7Dcr0SbJLrndNkFiWrXzYTTw51nvX3VWF2OwXucj3BZvO6TyYTJZNJpyrUa9fL37YMm19w1D1YK1iKLK8723XK5e/92F/yiKMi0WPvl2ohap2rptem9U2VSlhUmU42YnAQmyRB3dvYopzLPsLc3ZjyeCsSUZHqDi1XG/iafLAjyzFhb7VsAE31SCBkmVjLtkE9qdHaDVsqS0/uXZRmZQZbJZBLZZ3bfV1VV1FWgnDqq0jOdyATodFrJcxevUbc6T/sQY0YT4JKHcPocOW8l4/G4qRbqum6ukQ6xyutQnrtJWKqkEmafBNlSDEmLcGLbFEXBcDjcxzrqZvDp2qVrO+z1yZQm16axpEzntNsr7MTHfcjER90+UoauRKThnwA/FUL4ufjyfaXU0RDC3QiprMXX7wAnO39+Ir72+24hSENTEy21gogeKR3QxJH+eOCZFiGoXq/X4HF5FloFNS8lFsFJ8zQk/ezoO6qSmbC43dfOYpXoXlRV1VDGytiUTa5IAMFPpTREYYqcYDRZGi0ua7JeLp6QWUa/GHLyzlvc/fKv89zmhLWlGR47f57b799gcSbj3q99jYHusbN9lytvX2Jv6pn93Bne/+Y7fOqHPgvas3bnAYvPvsDxzz2GnV8kO3GGU0+/SL15H1PtAiXGghvtkNcVIStQgwGMxtz+4H1OHDrExu2bHDh7lt29HRjkHPzEE5QK5g8scuroMqOr12EqGPiGt2QPxmyvPuAut/je57+Hh/cnfO213+LkI6d4693XeK5nOOwLMg8DkzOP48CzT7L+yje59bWvM7uyADsl25Mdbl6+xWOPn2T03rd44pknuXb3BmeOneBAb4mL33qF7/j09/GFX/0tBgszlP0jHJnP2PrGz/Lkv/0f88qdgFUFAyaUruVP2+BBe0yh8BFWyJzGKd8Mz6vgm6lEFRt9GoWJDUSC4KflaIydychJHrWiIBi0h0xhgXJSYzxYX1OVE8aTmmktOiVFUcSmqhPM3kR1UCW4bHt/B3yo8MoK21wZbNXSEo0BbyXj7vV6BDdFeQdOoYteDCY9ptMpzrZwZECjlQSFwrQLig8ib4xyDec+BI3yriEbaK0p7XhfEElVbXdBS78rlbCitjIx6YMsEG3lo+N7pWAlGuq5Nk2mjfMCiXaYH77U0TA6NFV4Oi8tJi9G4N3zCeLJWk5l+CmQ+lse5XLqqP/T64kjVmLjpECaguSHKYISLzxVhOuKSKTIcqncMg1BxQnbqkYHMbERhp3HIUNXSmlMkaN8dPqyAd0TUxMbPMq31UZQgNufoad9MdkfsR56ZK38A+BSCOFvdX70z4E/B/z1+O/Pd17/y0qpn0aaodsdaOYP+hzZoSyNMDsqKx1qoXG5pvSSMs2T5cIRxgrXu3ZWcEElDBV8aLKLyslNpYJQGnVWMJ5OmhW/LisS66C2DmdkkChJcILwyJuhCO8xSpoiJs9AWbQLZDN9MgMrt15l+M9/jcd3Rjz1wvOorS3uvnOVA8eOk/U0yile+NHv48ov/xrPPfECt48tsnXoAGcfO8at7S2O0mPlUz8ALzyFXTmM6c9IU8w71MISqlRMxjsMdivW3rnM8skV8sUl9q5fZVZ7js/m3H3zdzj66GPsXX2X3rGjFE88xoPXv8Fyr+D+B+/Rywve/uqrHD98gt0Cpm7Ew4cPOXbkEBvTmpu3LzPdqgllYOQnPP+Df4ydaw/ZXr3J1I4ImeLRJy7whV//EqcPHufqzQ/oDwcszixQTi2fePwxNu5d5dI3r3P0jz/C8RMLlA8e8uYrb/GJZy+wsXmXTz1xhpHyvHLlPcDR6+dc+8X/hWPP/Qi3/SHGOkfVNSFdAxS1tRgtzlAKQ+WrJlMDyFXSbhfGUR0Cyoiat85au0BdZPjaoYpEIYtUPqXQQSwHcy3B33svTjK+NVsJLk4yq2RbqJoMT5lWG0SkByINMrQDRancds5BkH1OmWdVVdTeoWqLyQrG40nTW0pZZ57nEB2RhM4YDcS9QhmZQpUgF+mLocWLu7S5trJU+zLOlMU2pb+PYmOkgaq2Wu02ILt4d1VWTRbqnOtMnCazZ4FRy1LsA+VcIrx6DDs7e/sw9DQMFYLqmLs40mhsFyzoGq2k/yec/MMLVxfSDdahnCePrkcYmSZXJuB8QBu5BwNijq6MRhlNrnKSjEKzcGipeNAq+iq0ZI3EkRdBt86k6T745XcH+j9o+ygZ+meBPwu8rZR6I7723yOB/GeVUv8hIq39o/Fnv4xQFq8gtMU//1F2JFETsyxD44WzqxRVLQ3MNDlaZDlZFu3bXCAgbiUqGWAEoWiJrnV7w6YbrIgP+XQqpXgIvikVg4/O3F6oXiCBW9OeUGNytBaKY7f0rwvDMPSACSs3rhL+6a+hfcVT3/FJXnv1TT45v0w2rXEnNOf/7I/y5v/+/3D43h2quQWWfuxHeDja5eynnoWte5ybKXg4guLTnyQ7doRQe1Qw1OWeCCaRofIZVLbDeLrD0UfPgp1QX7/KbGFYe+UrhNEezBQw2WM2n2PtvbssLG5T7Y3w9Zjx2hpTZ9BOc+rYOV79+lc4cW6FtfsVc4NNrl6fcvDQHjcu3eP0+ZNM9iou/ebbFFpRTXYpN2A4v8DFt95GZYH17fsszC1z8846jz76KFm/x8qJJR7sWj758hm+/vZVPvM9T7O7V5P1h1y5dotzT8zx1huvUywOefrR81y+dAmXWQ6FFVa/9NOc+J7/gA/qWYbe42xSZPTgFdZJ8zAF7Om0zeCs92gQT9UQyLVM66ng0EUuA2dBehzaSzaZ8O+8kKEynWnq0qGVBAijNTYEcmMoTGBq6+auSGyPVGpLJhgoetHpPljwWhyfAlRV3cA2aaaihT9iJZJlaCcSvL4cUdoab20DdaSgW+RFE4yU6RGcUAdp+gkK56ycK5L5R3w+2J+FGyOce1mwxGu0zQ5F6VKqjZYRYssKg6I3GGKtFQevTo8j6xVMp1PG45G8S3yP5FWgtLCWtMoa/Hwf1GEFuK/KOBgWFx1bS4XQ7QvIvwbvNErvVyLtNk7Ta13YK+H+zQBXIZRlHzxaC5vNBbER9FEaJPXsgk8c/ZpMS+NaFsS4IGjhujvn9y2SIV7HjnXG78LRlf72pkn/0IAeQvgK8Pu965/4PX4/AP/pt7MTIbTDDknXWwXJWhwNF0tKW23QqhCdBYiuMfLAea3F21OLBkYyh+3i86k7XVp5gMvpFJuGJ3yLHZq4Txndkie5oRT0MkMvF2/K0tbMkDEwmkU/5v4/+hkuFH1WTh7h/Tcv8kgx5Gq1yvkzz3H88ce48cu/wrmVI9y8eovsyEnqzz7PiW0Px2f54Ku/iXn6Sc78mz+KUzWEgNYenznyPthQofs5vrL0PZDnXH/tNc4cOUzuJlRXb7CS53BgRfS+j52lfOcDQm+O6eY2c/0heiFn5fgZeiNFeazixrU1Hj/7FNvbq3zXS49w9cZVLpwZsn57g/PPnGTNjtjb2eHOJcvJE4s82N5jPstYml9mY7TD0dPH2bj3gLW1bQrjmDzYZn5hhq984VexvV2+89lnePvr1/niz79NPgezBQxyzW/98ms8/cJpNnd2Wb96gyMH59kdTjgwN89wdJf7b/4CR1740zzcbDPLJrOzqZkEk3IqLjHJ2FdBZWt0Fq3vtKboZRhyyBU5GSNb4bzDWAXUaA15IU06Y6SZNzPoUU4qsp7CVjV5bHClQFAYydITXTFNZTrnZDBKqeZ7Yey0rBBXtX2eqhK6bVoQEqPCxp5NZeMk81T6Qw3PPNQUuShQ+szgQi0Wi70YXDLZH60ybJDjreu6Q69sMfb0nHRlNeLz3CwyJpMJUVtauSdjIEvsM6BJylKA/HADUMUBp8QKq22Jie5YxrQuX1lmqKr9HG3ZH2EoSbXuO/otiVUTHY1UkiBQaJ01z36XhpqquoSLp/30kRSRRSEwFcA6L8OuOqplkmirsXEcF0RbtRLB3WZrVVeNmUWXApn2KeaP+/oE6ftvZ/vITdF/2Zt1omleVpap91jEDTwTTcm2wZMZfKgQ3eWSgGVaWWrXYSqIJQBiDBEw0Tkmy7LGHLrf68lC4RWZltF7RWQVNK4q4ueYvB97WU4vMxQZ4DOmboqymj59nO9zaNbxwd/8W3yi12O3mrL5wS0WJjVLMwMunHqa7PETDE+sMDvV3Frf4spkymN/+k+zW9f0j87B/ZvcvnmVM5/9Qcg9JjNs3L2NUX20F6yucDneafFJzHpsVxPOPHkOl3tYOUgxtwSnzvLg4Rbj23fYePU1mF+gMiWFcrz+xX9B+OAGmVFU4xI87E43WJ3cYeZgzqQYc/T0SVwouLdacXd9g/df2+D+Jcu5Z46wtVfSn5lnMt3lyo13yWYMG/fv8Oi506zdvUOoA2+9/U1efe0r3F9d49zJC3zxV7/OgaWCF144wrlHlhhPYGXpDCcPzzIZb7DxYIOZ5QGb002yUQ+bO2ZPHyPcfpO5h6+gGFNnOXo6YccFdidTxnVJ6S07kz1UbQl1TUpzZfTaCDxSW5ydMpmMmDppik+qkgzpe/iQyu8M7wIEMe4gMkRMrgm5EmXCQsw+nIpj6bWVRT1mq4ma6IIYME8nFdOJ9GXQ4njkgpV7uPYENHVAfq68ZPLKi6Y5iuCtsHScZToeQ64xmUZlmioIFj4tS8aTCRNbUdVjqnrMdDpuqHYhBMpq0kgHi0xta+OWSnzRUEqa6ymQ1+JrGiEKaTK2MKUEH2GVKZX03n0DG0lgzTA6p8j7ZKag6GXMzA4oepk4SOmWyy3er2m6tfVHaAxdYjIlQddiMk+vn5MX0lObnZ1lZmaO/qBgMBg0TJ3UzBQ9Gxmb9bUFJ9IIwToyJX2UXq9Hnkk1paAxedcadAAdY4qoLLSUV9NphOueQRUa3ctxGkrncCnS+oCy4odq0iIXY/aHG+vpHH4728di9F8pCDh8AOcDwXa6z/F3uh1fwUoTJUphvcVVHReQOABU13WjrQzi2D4YDJqySqNw0SVJpvHSKi6KfB/mgCbBpizLsMrSswoHlLpixq5jf+Y3+UvPP8XFdy5zhJxj+TzaB/oHljn3oz8MCwO+9aUv0t/ZgKV5Xv6eH4bTK4Ryys77H1Bu3eLlv/yX2Jo+ZJHjgGY4v4CL8gfaiLOL82LEsPlwjRlXw94uuxffZHZxlkz1uHfjNodOHGb7zl229ybMTsacLAas37/Jyy+/zO577+PmZrl9+w6PXniUOzevUsxabl9/h6eeeZH/75d/h50RPPepp7l961t853ee5sqlG4x2x+yNpgQmTGoYDh1rX3ufC0+d4Etf+hLTCazfu09t4OyxI1y5fI9/9H+9yuIAHnlkjiuX7vHJz19gZ3OLb3zzKsrA809eYKu8wvqD+xS9HM8Ob1/c4tiJGc4fm+W3fvGnOflyzurwBXbMDm68iC3LJqBorakbGqBkRNNKyvnMRS18k8vwTi0PbhYz1RYf3s+uSmYbCvGR1UZR2rphMlRVhYryrEGJp2hd1c0wjNYiwdpkWxYGvX4cbPJ4J5MNJrIeEldca2n09ft9YUMQmE4qDAaZYQlkhcGVJbnRuNpKMy4E6jJp9pf0+6JnZExosv2UjWpNo6Hezf6stWgTqFzV0PWkIlKRedJS65xLPp+KaT1tBn3quqZy+z1hjYF+ljTV8+aapee5rmuyvDPEpaLNnvXMzMxQltPfVWXLxK8I6hVFj36/38JOnSooYfppCKuuxSHJG2k4A3jdGqm0kr8hDrYJtFPZsmHWNQNkPsTmc9b0JjQKnWXi5OVlYjdYh/KBIgl0KVBGJnjTOU1f8tlq34L5YY30P2z7WAT0EALVtGwaMjpLNK6YBYRY8uY53sZsygv25lyND1FwS3lCxP0CrcO5cFHzRn4T1bJfhr0+dVlFD1EpF0Mziv1hfE43/1fOQtCs+T2O6pKXh571K+/zK8B/9Yv/FH7p1/nS3/8JioUFqtyRfet1lldOcGbuANvllENPPYU5dojNG++xs7VFubfHmaeegt4SvTrAHlR+k3zYB+XQzqM0uMmELJSwtc6BPOfe628SblyjHyzZILD3cI0iK9jb22FmYZ7eTEC7Cfdu32Cmn/O1V77MY+fOU+U5R04e5RuvfY2lxQEzw3mK2TnKieX8I8d5/8odbl97l609j+kbgoF3Lu/QQyrPl146z8W3r/DUU0+ysNzj/Zu36S/A5giOnzzI5mSXpcMzzPT7rK895O5aye4u9N5+j7KCExcK+rOH+N/+7/d48VnDmbOH+ODKOi997hCL4xlu314lP7XIsf4mg/U32bMl+cmnUak3kvoihn1mwtBVVWwni7Mg+jzBQR2DM9DAD93s6MMsj64uR/O7QUyyq6rC9IsmqDWYuG9F4YqioN/vk+WS/YoIoci2ButwSgy+UxCq65qgnDB62J+p1VUU+/LSfHPOgYvccAyDQS4idEjzr64FhkmJTdq3ECwpu0ybNgFF0iJpxbrKso6aNuBDHRliqmF6pP5DCsq9Xo/xWBg0veiTZ2LjubR1U9GkhSZxtaVRKwNgxkDwbZDtasoIrCN68nne25d4Jdil62AkNE5pSAevMKpCR59RX4usdoJP2vunbTbrrB3t11rkRZTyZLqIcK+J9OVAcE7gmdhANypaWvqWLeRVO6fQjS/drame+NdRDz2Wd2nIQCPOLCAn1UYN5/TQ5nl3FVOt0Srg443oIz3LeS8O5J1VENrmk4u622jFdFqRDDa6Qw3d7n3SkKgyg53UFMFxbm2LrV/8ObKlBR7b0XzxB/8Mc4zRw3kOnjrKicfOsf1gndJsc/HLv8Xy4QMcO/M41COWrCUrxxTH5tm+eoliZYVwsGZzqpnvDwmuiuPgARsUylkyO4adNe68/g2OH1hivLXBcGWR9WvfZLZYpq48vX7B/YuXOHjoMNvlmENzGauXr/Ppp57jzniTamo5NAn0fGC0u83V16+ysrDAV7/yTZaGfY6vDBnO9pk5WPHoy9/BxYs3yLVjzcOcgi+/cYXawurr73DydIEewsJ8wcZ7FeOtXU4cm8MYxZcvPyAHZg/08aZi9S6ce/QgD/ce0st3+ZM/9Ah7ozu8/cY6Wxtw73bgyup1HnnyGO/df4+T5+boLT7kwe5VxvpTbOk7aD1sgrUEp/3c8aBVw0xCIUwE51Eo6noqWDD7WRByvaNBQpCeTMrYE16aIAxZLGp6eY7KM2ovNLTEcKnrGqMUvUIMToq8IDeKQa+HdRV5IX+na4dHY7Xo/zvnmoDrnQhfTctKICChBQBp+MmLXryXhV5rje2wJJxz0Y4uaY2HpgIQ4TFhkqVNKWn4iaGXDAgJI8TLXIBrF0EJxHGaMi5iKTiJUmPVPDPWxmeK1oAkYcdSafsObCP7JQ3YNuClY0pVVTfBSsfaDATSqm0mooXw80GrjKChZzJsVZLF2JH6CqkKSMcoA4IZ3rZDiUJ7BZwsHM4J1IQxBFdjsqyR3e5KIKRN5xku3ke/H7zS0Bk/hKd/lO1jgaGHeFJ97fG2pnI1IY3eWhs9K+VAK1tT2ZJJOZbVOpoR4MWQIjcZWRzekPFkQ2E6zSrn5N1qh0ECeR3ElS5PGtNKZFpNLiV7FoWVjAbtAzZ48lL0OM4Yx+1f/DmOnDnFMQ+eXY6tHKF/4AjD5Xkmdo/d7U3W17boW832eI8jT51nlNWUdQ3G47WipxcI4wm630OHnH49wgWYWqirKdVoj2x3D6McbG+y8e77HJ8d4EfbkAXKe7cZP4TBmXNM9iq+9cZFTn3+JYqhp35wm0vffJ3aTRmVEyZeNMe3x5ucef4cr7y7zs6e586NLU4cPczl1SmjKvBgd4PN7T1e+cWvoPqzHFuZpQccPz/PnoXDR+aYz2Bnt+LA0gGKbIHZPvh+j/u7D1mdPOD0EVg+ABubu+zVsL0Fb735EGMU717c4a2vX6UaO/IFWDgIle0xP6M4c3KZGWbJ5+ZZvblG9uBdwoOvEtyQCsEsnanwIdvXUAL2jV3rIES3oNrpY4WBoCOUUMWx9LqBF0pX41RoHkyCJigJkHVdUk/LeN9YnKsxQShpLlisr8E4goGsKMh7PYazsyKb28tRWZ+gFYXJyPo9smFfsvc4DNQ0foNI7oosRS6YrfNkSZis1wej0LnBhUBlUwJT43xNbSfUdcl0OmY02qWqpkwmE+raUVU+Dtk5JpOSqhI5BO9k5L8sXfOatZaqnhKIC0RcDGVAq8Sh8NqhcqJHa4VSAWsrvLeU1rE7njCaloymZTOAlFguQqlMmu+mcSTyXnoKAdd8mawDicUM1zpxkEqQD84zmZSNcUiiGSulQFmcn8pCkRuZNdFSuVUxEZxOp5Rl3eyDyRTDIqcYFJArMqPo5RLEe70BRT+n6MmikRWFJJ+hHVJCK0zejvDrNIUc5D4V2E40hfrGoH2ICa5w7ZPz2kfdPh4BPQBk2AAEA7WHGmoXsMFIw8fW1N5RRmuoNMwARCwrOa1b8qLNqCEJ+OtGatU6J1lcvFU8NJrF0hjVZKaQZlXUsYDoekIQmpbqk5uS5Uvf4nPFkOdPHGdze5vzJ07wcGcdZXJe+uSnKYo+w6UFbj+4y9qVG3zqj72MGszA1FGNah5cvcmcMmxeu8HCsTOM9/boF4ZBTyCiTJvYGyjYu3+X6v4q7G5x4NQJHj54gO5lDIqcalJydbNkuuU588ijfOrzn2f9g+uMpxW9pSVmDh0CM6Q3s4BSBj2bs/z4UQ4eOcDTT82gM8EObVVy+lif1fUJLhuSzxhe//pNMj/PxoMp8xquX97h6Udnefz8CuaQRs8qtrb32NzaQfVg6qaMpnDw4Er0rYS8N2RrA06fn2NpcY77NwOPnZ1lOIDBYIatLZibB+v3MEXgnYtv8WB9D09gcXGWYbXHkfp9Zt2XChwRAAAgAElEQVRtVNBYM8DUEKianknK6D7M53XBN8yXOGrQNr3jV1VZRqORPMzBMqkm1Dgqb6mxeGcIXoxGVGygyb0bH17n8c6RxQAszb8e/YGmPxCWjVKq1WRBkStNP8vJVUvZDSEIJe9D084J402Qg3Nin2e9E8s6tX/iMXG+E+9dArRtYJhm8esMQKVsML2WJqu7lWqChdKkZJ7nGF2IvR0gAz/RxWk8ZTrd/zUajZrjSfh+gjJSfyKxhYJX2NozHk1xNlDFPkFZls35SYE3ZeiJLpnkBLrZbjpmrVv5BmgnUcuyZDqdNlOm6X29gtwYekYmRHOT0SsKiixn2B80TJ8Uc9Lnp0qhVZekPeep6a41RZbTz4uWXdT07UTt8498UvRf/hYIykPQYjWlpbOs0GgCWhk8YliRdMZTcA7eUWRRIzqO93rrmtJXa7nIuTbiDWo02mhciFQyLV1vnckAiVYirGNjeeu9p8g7Kore0c9ySqM4PRrx4PWvcQJ4+9Wvc3Bmlps3rlMUQw49fpp3379ENRlz//W3OOkNt0b3OH/6PHtuwslBD3LF9M6E2syzdOE024MBg6VZfLBonxMmY/L+AGMFk/PGUk93KDJLtb7GwaeeZu/mdWbnD+B3Hd/9/c/A+iZ74y1mV5Y4dHSFemeTbGlAdSdw4LEVrly+ysLcEmt37pBj6S8u8tgTZ8iuXmWmNOxtTdgalYws3Lk7ZvH0LPg9Prh5i6mGfgHVGDY3a+6sfsAjFxbYG9XcuDZmUsETj84xWD5GtbXBrffXoICyht3tEbsBrq3uMlcsUVuYjPZ46smnuHX/Ck89NWDz3oTdvW2OnOwz6EN/4CirMeOqpBhCr7qGnlqWjiyxwxKZL6hVwNZ106RMW+IXp0DRpdUlrRYdWRWKPEJ+kabmcjKlqeoSo7KoWVJHmEc0gFroQqGlg04/BnmlAv3+DEop+v1eHICThCOEOKIf5XmruF/ey5do83f1VMK+r3RsVVVh8jbA17VwoNufT9GqNXhO1D4dE5v0/ikAStBIpIMYCIWlAEpULUUzPmuya1mAHN4VBC9BsiolsI7H0yYr7UokGETYq+gJ9m1DO+gjC7Cmrm0cGqr3ZeTdpqcsXB7NfvglN+JUJvCVaQaouvRH56oG3mjpkC09s0uPVUph8gLtAn2T40xAJICDDHBpgXJS78F74dRnmYnHLXIK3lmB//YxhET/OPio9e/jpGn0L0UR1Tz/NWuKAnhfi1O7AZUrggnkURIgRJOJoFVDXexOgInDehLjShctdcU72RoR/yOgfTK2iDdDmrjTRmQ1Y7NM3OHjg6IQXWTg0NI8s699heUMnjh6lOnmDlV/yOxYcfzcWY48+zTrv/YFDh0+wGAwgBMrHH3kJObcYY4eO4pd3SabLziwNAuHFljvKw49+ziV0gSdM64sJowo4oJDXTGfGYJ1bN/4gLleDj2o7C63rn/A4bnD7Nz/gPmxw4432bSblKv3mJkZMjc7i97aZWN7g7PzS0zqipNnTjDeXGPqppEZkTGbZdy6tScMDKCewGjk6A9n2FMTPv9vvEC5ucEbX7/O/c2Sxy4cZHX9IcrD/HKPm6sl89u7XLv8Hj/yA9/Jg50dilnDzctjjh4zjO86gplFFzOMdjc5NTtD5TaYW1AsLGX0M43NPdeuTXnh2SVurW4yf0yxcXfC4qHDjO7fZ3Z4j+t33+Tgk9+HtZax8hRKgkRX36fBv0MAIz6S0nTvqPMRechZjlaJ+aFwUyf4mgtia+hV0+PJc4M2BVXpm8YgGIbRfEGodkDWo9fLI1NBFoE6BHQ0j66tBJ3pVCAAW9fYOsmqylBPaux2MeFugFSVTNCGeL2E6ZGaw2GfkUN6VtL3SVSqq5OSpG+7mW03WyfqvHczdmunBK+pqpqqLqkjvz59TtcRKfm6FkXRQCuNvG38zK78RggyKJSOXWu5frJIyTGm98giNTGZSadFrq7rhgXT5aCnyiOdg+7MQBuTfJOlayVKidZ7occ6RD8+TpPbkN6nTSrS+ZNjaoXEUiyxoVWsDL6dInWEOOQlQnPfBuLy8QjoSilyI0JXBIOQNrWUJQrA4b1GmwJlFMPo+EOQznXta3lQA1TWiolBXVGoPGZGGU4FfCw18zyXElErjFEU2khZNSPeg6YQ/msR9R9U7DSbIjDUwm+dKzcYXXydox521nYY11NefuG7uHTnJnd3HpD/9iv0F4b42Zy7dsTyylEOf+5ZJhffYefhQ+YPn4KdB5h+jp/JWDo4R7WzjV5axmaGwhjY2EBVJZUvKUwG001cvUmmS9bfv8bhJ88zKAb0D5/CjfeYMQb6kJkhbjLhyIXz3H3zm2zeWOWe98yHMf1+webGBhvXdzhUzKB6NZkxzJo+7727TrVi2N3zlKPAcpGjmTKcP8i91RHv/vYVTpw/zIORRxvFg80x9+5CP4OllZJHjyneXw/cB9bcPcZ1yf0bsLCYsX7bMjNreLC3Ry/3rCxnHDg44P9n7s2CZEvO+75fZp61qrq6eu+79V1n5mIwwAyIxSBFWlwskbQok7Lo5cEORVhhRfhVL/abn/3g0ItfrAg+WJYp2SJNiRQDXGwAhACSwAwwWGZwZ+bO3fre7r69VnXtZ8lMP+TJU6cvaGHgsB1zIiq6u7qqTp1z8nz55f/7f///g70Dbl+/hSxzdHvEUnuJ5XXLoD9kLRGcn/QJIsjyMelKxJY0tNOcvtGUay02p5och5s2neab9DhlwFS9BKI06ApWkBWrojSu6YbSwVzChHgZgDyf1+O0Vv2zlfiVcM8loWNGRVFSZ66eseV9SUsjCLzxRRBgy4xxnjHLckxWkJmyLooCUHUVCilqCiSFreECrTWltXX3Y328JgDppmQpBUa7Jp0oDha9HC802XkGzHy+0PD29EsAgSAKo/reaVIItVYYW5B7NyetX7gGTs5XW0GJoB26RiDf3+Gs/apgayWUTpdFSsfNt8abQjiLwTBSFcvG3dumyGknMbVZSBgibGWEIz2kshBB88Hbwzo1zFVNDJ7+2BQGkxLmQjspBiGYZ5495TL9crYoliMMMoygkue2hdOjL6vCLIi6XwJAS9dsJbVriBNSEmqHWHge/U/CRf9YYOiwkBeFhYh83WllIQrdMlhYyHVJaVzrtqYqjpiFOL+ucDWPtYFr4cdap0UsvCxqSBiGRFFAq5XUPzudFu12SpIktDtOfxtgKU2wcYAUBcff+CNuBpZXb97k0ideY/3mDl/++tcorGZle53x5JjcSjau3ET12nSvxoyff4Ci4PHuY8xyxOjZM1ABstUiX1nCpglaCaQ0oHMCSrK3vkV09hxmp+TZhOK8TzufsrW9wuTgKWEEsqMYnR6glKU0Ewo9R4yGPPizP4PScnZwwKs3rnH3F3+W/riPkhYzm5IPBswKw2SesbKyxukAdtIe9syyvdpm++oWM+2ac9oSnu8OeO+tD2tGx9n5jBt3NjAKhlNY7sas9+CLr3XZffDUiVvloGSbQIQoBJ99dYlumvHehyUqTrm01uHk+TFvf/MZZh4ymY74zltjhmONjhSX7myRtkK63U5FU1MU/fcxZz8glZag1SINI3qdNitLHQDiOF4EIyEw0mXwttSuAFWNM8fOwGmIoKqls8LiGt2msxlFWZJ7X9BGsPLdhWma1sp6XoXPN8T4bsjmePYQ0LwssKWmzFx9SBhLKJUrlFXQYZPlUHPuG/iuhxP88TYhA5+N++/S5KLneV5n+U2dlHqiqIKb/96e2umhmjiOa+52k2XiYJWKeWIy0parFQRIZ35e69Ff9Drwx2OtpRQWq6TTXTcgpCWMFEHobDoCK0iDiEgoYun04uEFSrFYSN02DaubeL3H25vdsT72+PO2UGN0xVtXMHYWgbosKfOi1oDyzCAlA1xeYbCUICxBKGqlRQ9jSVutJK2vfbjOWyUFUlCTOwLpBAU/6vaxCOhCON0NYR17IaqxyKpQqSSZLsl1SV4WZLlmnhfM84y8zOoKNTj9a68T3SyONTvOpJQ1pSsIF8/7NuI4jkmSiCSNiOOITscFiuVkmShNuNqLGL37Ptu9Zd5+8IjvfPd7vP6ZzxMbyenuPpPjM8qzOVl/wOn+U9rWMH56QMeAigM2N1fJZucU2lG0iEJkZpCBIJuMCIVBjM9g0idOLIcf3oPhGdF8QprNOP7gQ47ee5fje+8RqIDg+SHq7JRHX/0y5x8+wUwzMlswMjnH/TO2equcff8HfPNf/j7dVps0TXn5E3cxcUAhFJNxxvvv3+dX/tYn+eCdU7oxvHT7Oo/3n7GyKhmOBq67NnQMiCvXOmxtrzGdwqPdY7cqCBWRKtlWcKcHSyUUUwgTCMKCOCpot0uePBhxPtJ88We3ePDggOlYcHo0Ioogjtc5OYM3fqqHEJDPSp7vnRDHIe+9d0iapvT7AzbXIM4eUg77xK0YEQhUpC5AAv6aaq3JdenGhLcsFA4isMbxko1Z3LR5XtYZmk8y0jStsec4jknTtA6YC2rcwmzBB4lmJuvHsx+XhdHOm7YqiHrOsqxYWx4Kadqr+WDsi5I+CNVQk3V0rUBUJgtq4W6vtWY6ndbB1z+aWHITq/dUPj+xuADu1AdVZe4ixIJauAjSi5pAlhWuA9waF94qbHs2m9USt82uUq21gzhtVetQ8kJ2mqapM22XLiaoMEBFIShJmMRO3TBQ9fX3E5GHgPxnvVgQzrLswvM+7tTNapWReVkYp9leLjj6i0J8RbEuvX1lQBKnToohSpwGlXQF8zh0hdXAa70Yi5WiltaNpKrHV3NsfZTt4xHQWTR2+AOBRdGmxBUj50VOUYlpZVnGZDKhqPTMdYOWiF40dQB1gUchiAOnSR3HMSoQxHFMnIQkSeTglyggihbZVqvVIk7cMjgNUiIVsBJaXlu6ytlBn0QqbkYdnh3skwvL3/gPf4NnRwd0upchsVy+uUoYG2IS3v2Tr1NawfaVK6QCVj/3Gcyda+S9NknaIlSKTqhgdIYd9Rk8eEI+PGep3aMYlQyfPWVycEgaRmzeuMHSaovv/t7vkh8docs5+XrKg4ePGdx/RisT9AqBnGTs7++ze7zHze0djp88JwgTZkIwCwNu3H6Z09M+y8vLPH66y/YNWNvs8YN7PyRqOw2L9ctdRAQTDaMMSjvh/aenLLdiwhBWVrv0zyCfxmxurXDv/SFnA4NagrufXGE0mlLmsL3Z4fINuHQ9YTA+ptVWZFmEFnDl5jrjWcHadgctJ2xf6nH6HMI8YW1tjc997ianp32CUGBEydqyIsQwHg8dLCedwqAfN36z1ulyuCUyzIv8gj2Y723w2W4QuCARJjEiUARxhAyDC1m4f10cx/X7fNLQZM5cWGU2MkOllKPFKuXEvtKETqdz4f2wwHBrum2VLfsxXR9ftfnJxNqF61fzPb4dvnl/1fcMFyccn9X7zNwfc7PL03+/LMvqzyzKeQ1LFTnO4Nto8gZDzUMcRV0QXliyJSokjWOEUk6eWsUIAowW5JmmxGXwWoBVbpJNkqSefJpJW/Nz/X593cJPJtPptFaw9DUXPy78Sqd5XrXWF7LtUC7kCHxjonOVihFCoWTkrCgbdnX+usnK2ch9R1c0l8ISKXlhxeZp2x9l+3gEdEHdUu+aJpxWglAKK5wruRQWrMbmrihhSqd3rgvQhUEXxs2g1vHKrREU1lRefs4EWoYBpXUNJEoJ4jByS56KA+uXy0GoaFU2Z9ZarK9gJzFLSnJ0tMv5ySF6tQ1Gs3rtEt/7xtcZ24C3336bz73ySfYe/IBemHJ0fxd7PKT7uVf55M/+HIGSjN+5j15OYbVFHqZVZmIwElfUyQzlvKS3tcH52JJ1U05HhyyRMJye0mmnYEtWrl/njZ/5GZ4PB7Rv3eKUmK1rOxSzCeezPgfPn9JZihGdiNbSFsPzOSqJuPfO2/Qf7DE4eMbR/h4BIbOJYaW3hS6r4GMhDQUbl1Y5GQ1ZboVcu77Mzq1VsuEKKwA6oxMp+uMhI615sjtBR+cM+nD91Ttc2Wnz/KxPe0lQKnj8cMxgF/78G3P6p4bDA8vmZcmN212i9ozSDjjbHxOyxOrNddZuC/bfnZBPZ3S7AXGSIqNlTNBCnz8lP/s+c5YpLOQlFHlV/Ktc2iVuSau0o8ZqC7EMiQKFEoCplDoxYDWBEkShIgmcrn0riolVgLIQBrK2EIvDhCABoSBSAUoEiKrr01qn35/XLffOOMJSOuVE4ywQVVn5YyYhAbbOgpsJTZOpc3EVGdXFt2ZQ9nz0Qlvy0lAWTgLYF179+PYQg9HUipU+s/aZ6YuritohyCw6UMuyxGj3OTV8ISN3rnVVUJy65iRblCQ4iNQ2PIRDGRMI11GaxiFhO0QEgiCURGGIkMZpzCiLsQVKBFgNVCSHxWqsYoawmAybgdpNjO5aABeYT/6YayZMBcFpUzUPmYKizNCmAGEQgcAIU68ISj1HSghDt3JxAmGLAmjdAd9gYS2K1Q5bN8ZdC4SitFQaVo5Y7aWBP8r2sQjoNOhTfpnUrKQr5TJqn1UDF5ZQHlf0WJz/rBfpSs3n/Wf4zKO+ccKF2pzHMD0EhAKZwO/9j/8LkdGcnY1IgP3nT8kJkMw4f3Sfte4mB1eu0jcKPRO0o2UGT/ZgZ5kHD+/R2e5y9BdvghSEcYRKIrQEnZUYrUFnJO2Is8NnRKqk++AJ5Ts/JBscsRUqDh8/wvSH7H7zbUaPHrMet2lbyWd2brK83GHt1hUKJBvX76K6m3zq8z9He2WLtN1GKEXYTrl69w4vf/4NxsWMkckZkvHuow9pXUl4dN7npX/nKqu3lpiajNZazOaNbcIlwcOHZ0znZ0SRYGv9MsbAfA6/8IXP0F5SvPN9ZzTxjb/4AKMVaysBy8uKW7fXKDIYjeE/+NVtLm+tcufVNY7P+xycDdm8sURrJaI/hri3wtFozKWrV2h3QWaS490D9p7O6K3GZIUhKws2egl2/Jx8nl1gbPjM0gfAH4E8cBK7SGdE0XSYcSszSRwrkiQgjlV1o/pW85AkjUhUSiBDtJCUL2TmTZcfn42WhcYaJ78MEITOH9VDfB6T9sv55pI/iqIL39GPWQ/DNLnY/n4oy5L5fObeHwckSXKBueJhlTzP62y0CU/4VYf/n79nyrKsXYGaXHD/HbQucdZ6uaM/mrIuLPpj9VIIDkow9STTarXqyatZf2h2VAohap2lIFh0il7osvX8ceNkCJqTpD9uD4sFQXDBVLpePeiSrCxqLr7/PD++fExxMSuuJlZ7IXD7+oXfbzOmlGXp+ggairCmYmAZaylcDRwtJPPyRztO/++2jwXLBRa0pKIoFhh6hSEFoRvYgTRYG1GWOa5IYS5UgX224k+cvzmaS8UgUM6st8KlOp1ORQ1TqMBjsE5+s3njAASBYz28AkQi4FM3NjGHQ8Y6Z5eST7ZWmE/7vPXBe7Q/d43lyYyk0HRbAYNhn/LhM9LJmMfPP2T9+k1oRZShrPi9EjubOjLWfI6YTZmdnrFcWiaPd7l6dZPdh/fZubRMSwqePnzA2uoy+w8es719mYPhGUpbrJkTtWOSss386IRBPiRNIDIj8rJF2m7xys6rLF2/ysn9M6JCs7GyTBQkjAczYtEmlnOO94/QaNo764RJzrPnB3Q3UzYvQRDD8YGlPzmmtJpZBt9++22SIOT6TUsxT3m2P2E6G9Lr9DgZDxienpKVkE1ABnOKeUEQazoryyR2zFTPmIs5G9dS9o4P2byxhdZzpiWM+xNOxhM+/8Ub/PD5PiLdRoUFZXFEKh4z0dcQ0aJo6YttwIUbyI8zby/mx0Nzkm8WL31AWRgRiOrGdnhnJgRShU6fpDBO2hZL3BCLWkAUQdWgpms2jlKCslSO9FD51Hqoo6x0xS8Eo4qS55kpQiz8QZvwgB+vYRg6X1XjGoykXEwaTW63CipDGFzBs+6SrDD4rBJDA5f5zmbzerLx58fLCmhvTdcoSEZR4NguSiHDZuONwhQL5yYnnrXgjfvP9JtSColBGOFW7Nqtan2gz/OyampaQCfemczz55syBR6jdgSJuJ4Icut03a3WSAyqau7x40opUddY/ErHdbouPFP9ZO7HY2m0c0cz2kk9CydRYcsFndHbIApjMRV8aKytm+E+yvaxCuhe5rKmAOEGb6QEqICCwhW0pPNBdCe50msxP2q02tSnlnJxEeM4dgbOytObnKKew7kWyxsf9GsesDGspgGbacSkUHy4f0CaaVZWNnmpnJNNS1TaZXNnm+jhIcpqlq9e4t69B6xEXeJBzvZLVzFRm9nNqxBLRCvGmAIzz4kSRTkvECUgUy5FHWSkeLY9Yndvn7s3b/HsL77M1U/fpQgED997l+3ty5zPR+y89iokbe5/5cvoo31u33yJ+NoVRCtiNh0TJ7B/fIKVOUuzNqf9KetbXZ7kz4naMcZYrlxfZ2N9jVmWIcKEk5M+5w9PePBQs72SsP9kRJpCGLYpzYQgtgzP4df+9mf50u9+G1kFq+F0wlIKSdxhqgfYCMIeLG1B0ILnzycEYcmzp5bexhpvvpnxui0ZZYatS4VzIcrnSJXz0utdjp+PWFqNyESHaOs2lAHPHv6Q1dWEpXQFE91hluUXJvYX2SHNjArpVAt9UFNC1e9xy3NnYOw7LMPQZYVREC741aYgrsZPSwnmcexEnqTAVuNWNZbY2MWt5oMZgDUKaxZ0RSmdP6e2pr4fmhOSa67xLkF5PWn4oOiPMwzDmv7nNcL9WLfWMplMELhzYKyDJpJE1fdQkiTM5/P6nLlGqqAOls3CYHPy9Nx7DyEttOKr4mo1YdSTV5HhdNlDyiKvYanmCqvJZ5fCUUbBXZNmYdIH3OaE1WQ0NcdCM+b4e90fn59MCl2iGrWP+lLahi2fLyqLAG01Sl2sL/hHYZzYWll1LZfevYgKrsIVxa2t5AJEhShYEOajR/SPYkGXAF8D4ur1v2Ot/W+FEDeBfw6sAd8G/nNrbS6EiIF/AnwWOAX+E2vt43/rTqxAqcB17QmJqarngRJIJRDKubJElQB+ZCzaajJtEFISR5I8d5KVunJEkWGAEUBpnY5xBdXY0joMLvJWYhEKhbTWFU6944xQdQZUV+5DQ370COYFY5vTKhN6MuXp4IhrQrEaxlz97F2ePHlKv9gjmiccvL9LstVj4+4l0kvb2E7MQRhy+dpr5EVJICp8NztlPK5YBaUmOZ0Sjocw1QQy4aU7rxCEsHZlh/15TndjldvJHUb3nnLl6lUQmrO9XXrdZWYyYJzDdNxnbkNmFtaWljn83gPWN7voHNqXWzzY28PoKTZsU+SGh/dOmFwfc3I2p9WdcT7WbN/ocnlNMjsd8PJrm6zf3uRf/c47vPLyCrNsyupKyfvv/pDXv7DCve8OOXmeU5QwHivSszGqC6WAa7c3mY2PeOmlG5zunVGEQ6YG3vrOKb0lODnQvPrTEcOsRTGasITCYFBhh7P+kKtrIXvne8TrbyDFGUvdFYbnh0TnAnvpDogtlKiaZISoun9VLfSmwpAgcJobkVCEBCSBK/bNcF3GGEOAYKI1JQppc0IfGKT76T0mpfE66C7YpZVLjQ+u7t5ZJAVBlZFJKZ2YnLVVIczhw0EY4K3chJCossGywLo+JyREQQUvZmAcZbHMc9elKhXeJKKSqkMIe4E15gNTFEUUlQkHRlKWmkxktQqi765WSlUKp7LGnJur1jBcGDb7Y5VSVJRghawcldyFuSjXGwQBVignbaxzNAZZGgIl0ViCqkkrz13mqkuLCDzmXEIOKqpM2bWtJ+QSi9KaEInUoINKtM0Ip8tTnfuyzHFGHe47LWiMAYmtvBgofwRCEcLWdEkXgAsgIAxiLI6C6uGqoigodFmv4KRd1EZq1yYhCBqFz3qSEk6K5CfJ0D8Khp4Bv2itfR14A/gVIcQXgf8O+EfW2jtAH/j71ev/PtCvnv9H1et+zHZRgwErCIOIOEpQsiFs42fUwFXAIxVAWdSzd1MIvzabrYSaQlvNtEoyLR13tK5aB85ySkUh0kIrTmrsvonVB3nB7/8Pv8WqDOngGpF2zZiltMVab5VCWsrZiJVE8Nm7n2ar12NtaYlP3L7NSqvD+LvvI4I2G1ubEBkifEamiaMOvWXFD//iTwief4B+8B1OvvVtfvj1r7J9ZZMP3vxLxg/ew07P2UpTWkISqITJZMZ8NmF8uI8UE+b6nHg9JFkLmE3HdOOUjSjl/W+/zeXlHmZY0EuWOPjwCS0bsX3jNjoIMLHg9b92AxFJemttCq159Y1VZvmQeTFAhFCaOV//k3dYbsH5pM/61RAFPN+fMTofonPBzq0lrtxMGGtNGG5wug/d9gpHJ+cYJTk5ecz6VsTyKuxch0+/HpIVEAiFmrdZJgRbQDFFjyeY0Qw9g1l/zvCkTzE9ZjAYAxJtcs6HzwlEjgwiMnuRfwweyhNEUVjrgAdxRNxK6wJdIgNE1Wk6rsyIR6NRjZ36ceJ/+lqPLzL6+k6apvXPJIkIQ1W1nwvXyolxNsJW1ytH8Cqermmm1WoRRWHNoPEQULOeZK0zS/eYcavVqo7XdU96o4h2axkpIqxR6HIBM3kjB49j+2NoNmZFUUS73a7ZPHEc02ol9aPdToljF3CDICAIZYNp4rJoj4n7/Vlrmc1mNU2wqZdSM0mEC5ydToe0wV7xE5Gnlb7YFezjQxRFBJUTkxXU8ggeAvPnsmlm7esvWmun4cSi18BZTl4022i1WvXYqh2TfCSztsbFS+OgltlsdqGmYqvkUUpZ98Q0MfYm0tBcGXyU7ccGdOu2cfVnWD0s8IvA71TP/0/Ab1S//3r1N9X/f0k0cZC/YhNSEiUJIlB1F58fyM2mhfqmshptNUWZIaA2rfAznjHG8XsRF06ML95YQf2Zjku7WAIGgVPva3JA/WdkJh44Sr0AACAASURBVKOTGwph2VEBZ5MBIpCEc42MYuxqh3ExhtCw8Yv/HlM0Nz71EumnXuLZ6XPuPfwQjvucvPcInuyBMfSPT4iEIh8OYZ7zhc99gTQNST7zKShH7FxZhWLEp165Sf/Jh2STPqrbZXp8hC1K5vMp1mpCm5NPMq5cv8OklCRJm+l8woMf/hA5zenGLfrjCSqNORuNKaTk8o0bnE8ztm9eJ1pqcTY+Y1LmFCokWko5HZ6xst7hzqstbtyOsJTsXF7hjU/dQQg4OhozPIUb11YRWgOakxNLp7uElCDCCTd2bvL4SZ+N7S0OzwzHJzCZW8KkRZHD8nLK5hZcubzG6dNzxPmI1eWYYjYhthozmdE/hGlfsxxHMDtjfXWNbmcJScn16xuc791zmZHvxBQA3kGnrDKqsA4UzcYjYww6L+pg7ZfsTRzUB8Lmox67dQHfMRxqpoVwju3GarfKrJqfrTWUdhHIF0wIx7zSpqgKf45lIaQkThKCMCSJYtIkoZ2kdSHRaxp5vNoHH29l14QyPQ13weaShJGqG3f85JMkUU3fTVMXyOM4rBUs0ygmDkIiFZCEEWkUstRqE4eKTqfF0pLrdVCBc0jy50VKhzVLGdQCXi/SOT2vXAhBEkb1RNOsDzibSEcTFMb+CMXPOwEZY5jMphRFwWQyqZ8rcq/E6GUEpGPiGFGtQmzt8CRlQCBAYUlCJ4TnG8r8OPIB2MeJsizJCkcbzcsSwwt2c9XrasoiXBhv/jOaxeiPun0klosQQglnEH0E/CnwABhYp5IP8Ay4Uv1+BXgKUP3/HAfL/Ns+v86EXSU/wjukC6EuBGUhBJEUpGFEEIcYaevCh89eAHRZuiYN4fRYMt98ZC2i0LWIkBCissOqmkSERImFhkXzBu51W1xOIsZlgVCCHPgv/sv/imVClnPB8KzPK6+8TmpieLjLo8cHZCbnwZt/QVEUXLt9G+KEpU6Hs6ePQUoCZYnsjKicwN4RnJzx6J13GX3jG6zfuMzhu+/zwz/4Es/e/SHr21dYufsy9/7wDxHFnNnwmCiG0WzE3vEZ7UhweLDPZm+Fow8+JG216C11efToAefllEubqwQCWrFCWsOjBx+AsfzgO99F55pQpuy88gqyBTKM2dx8hfmsQAYZucl5+nTK/ft9nj19QCggtIL50NFG1zcilLAcHY3R5PzUF5Z474MpB/0BwxmMp6fMp9DpwcO9Ux7sTmm3O7zznSFra5KoM6DTk8igJJYxVsP5tCBeinjjC5IohI2VNdddqafEccy1K1cZjc9ZDSfEgaetLYKsZ6TEiQtavngnpKx18i2QC1eHUUohKp9KzzxpsqU8Tt0cix6bfrGJTZc42qAW7ncNZWnRViKFy+gcZBNeKARa6zojrRTErZQgjmo+vBCizj7Tii3is+s0TWl3UtJWTJJGLttvJ0RxQKuduN+r10dRVDFNItI0ZmmpXWXerTobb3a7Jol7b5yEtXWcVBAnYd2Y53RuwrrD2p/vTqdTs3P8fpsdnP48+vtf+mauKP6RiUprzWzqC7IwnU5rg3e/kirLElvqGrc24qKyptvfgmqpq+5VrA+o1OY4/no0GVTNza8UmrTSugBaFJTmYj9Mc7UnKuhlwUNfMPyawf//k4BurdXW2jeAq8AXgLs/0V7+ik0I8Q+EEG8JId6az2euEGADQhEQKogCWVWNNUaUlci/yzYEboAohNM6F9K1dhcl0ho0eoEFChBpRUkLQ3cjS4EKJXGoiAKJkS44GWOq/bhMyt3MCx7oFTMnQLCBc243wB/+09/mcz/9eT4oTgiyCcffepf5WZ/v/va/xIbQn5wjT8eoswmtTsr9Jx+ieuusfvoL2HabpZUNyuNjhg/eZf+rX4Zum7W1VdAlaMnBsxPWtrq0V0JnhnxyRry9wlk24mB/j85yi9ZywvpSTH/3mI3tZQZnuxzuPua8P0QlAaql6Kwsk+uM/nhAfzREKcWltQ0GgxHba1sAGCkJkpTuao8rO7d4uPshabRMFKwQpUtsLEVcvxmDsgQxqCBilIEt5kwLy9XrkstbEWkn5vxsxCdfazOcnvP6G5fI5hNeugsr6202r4ZoAaNz0Aq2Ll3FoFm7FNIflHzty0NimZLIgCC0HD43TM7g9OkBdtaH+YRseMjJYMRadx2VnaKHByAqM2O7WJEJC5GIUdIFzjiKLtycWmsCvQgocRzSDmEpCkjDiEgFhMoZIchALaRqq0dpNCoM6udLYzEIvJ61MTht7kqvX/nFqoQoiVGhdL6l1WQQRRFSBCRBSIAgVgFh1T0YBYtMFumy6jgJUZEiTELSNK0zRxc8A+IoReA9NcMXOOa2zsbjeBHo66apKERjyXWJCBy33wCF9aCz8wS1aMIkJOmEgJsEWmmn0V0aIWVAkrRIkoU8gvtfsqCLxkFtuuzhMCdOpSvhMkdemM/n1STqRK6ysmBezJnlM7IyIwyk048pXU+A8xbWNZe8KBaUy7oBzJZO5VTZWiaiNs1QAYWx9cPiKZEpxvjJvEBI53qmhESYAEdbF1hKrG2aZLg6Sj2By6oo7xVD1UWHtB8DcFzYfiKWi7V2IIT4CvDTQE8IEVRZ+FVgr3rZHnANeCaECIBlXHH0xc/6x8A/BthY27TKVk4zAoQp3dJMOZcToyHwNDMpiNpJxXc1WFOirGaqS5SsiilKgXUuME5Oc6El7QdtnISEYYCUgjAI3E0pKuqjdd2Fbna0COlO6Pe+/nVslvEP/rO/x5d+97dRM4sazfjmN7/JL/+dX+fP/sX/zsMnjzknoy0j/uav/Qrvvf8OaZQSpgndu7eI1mKSq9vYSCFMwO43/w07O1eJbn6CbucS9i/fIiwmBFnG9Nkpn777MqejPlt3XmPy9CmnpyfcvPUSIgqZBYq0FNx//MiZKCQJZBlirukf95EyQJ4NuXn7Bg/eeR8RRnRWUvrjPlc2erz59ndYX7+K1ZIo7iASycnhCbrIuf/4ffKZ5lgeMZ3Dpc01GM4JrCIJIgaDnMJmDkqIAuZiDkmKLBX33z+inMPW5RaDyQSrDzg9dIXBpXTCci/FWMHe3phOCw4Ppgxmmkk+Y2m9wy/ciTg4PWN7c4uDZ4ekPUh7sHy5w0lR0kojpI45G02YiDFGG9qRJdOO4qa1RlbLdqWUkz8OqsYRY4gq7FlJZ9Qbxop56bwtoyCsLRCNdvohRlSGGnpBq/OFT78/97MSzyoWmXwTnqm/WxDgfUxlJaMLDh8WwhlbSLXI2upluHYKj3nuXJp8M57PYH1GDYslfqAi1wwjFveAKyo630xfnIxj19nodV2aPRtCCGcpZzQycolSoY2TUqiUUAOlsBg3AVZwjtbaSXoIRacTVIyhFkrpSlpAUZYLSV+/0m5qyhSF8xRFVPZ8ZVHj4VJKinFxYTUthCArc3Q1SRtrLohtuay8ql8I05jcFl29NOp5/nv43931FYRhUCUGDehOLxqw/DkX0iKtQgSL93soxY9PIUSl7lm5bwmJQNR0xoWz8o/ffmyGLoTYEEL0qt9T4G8A94CvAL9ZvezvAf+q+v33q7+p/v9l+2PWDUJQydSKWmTLd6NlWYYuHD7uHT4cicEpuQWhpPQGvRWsInF4ZhyHRKEijgKSOGSp0yJNItIkIo5Dkkqk3jcoIJw+c21p9wJl6a0/+mN6MfzB//rP+bu/+ZskKLoqoRSWL/+L3yFA8KlPvsaySimk4A/+9R8xGufcu/8U1QqZzvsUkWVwdkSpDLP5mJ2XdiiGp4ye7WGzEWJ7k7iYESaSbDLmtL9PMB0x2n1AeyVkPjlh/+ljnj58xMlkwNPTA269epfO+hprq13MLCMkpNVy+jPWWk5OTjg5mbF7fM7K1hpXb18l6iR01zYoCsPxwRnHR0OCuAsyZNCfoDPNyzcvc/fubXqrEUbC6naXZEPw6DhHrUJrI2ZuoNUNUTGM9YwnT8cESrHe62KKKd0WtCPJ63dT7lxeI8hi7n1vRhjmdFadl8nx4IStnR6iDWVScHByRquTMC1z1FKH3noXoVo8fDBmff0Gs/EZq+0YaTTT6Zg0Kth/9DZBpYzYLCo1MUtwBdNQKqSlxl2FcMYTncpZqNNpuyw39to+UT0Waq5yxXn22h0eGsyzssrOXfB1HpmFK4w6NBWpPHuqanLRThGwboevXObDUP3Iex1cIS8221VNR80MvdkRGkUBUazqAOL/F4Zh/Xp/rvxKwbM0HO98Vj/nNcmbEgP+XkmSxOnchLLC8gOoOjjdZLiYIPwk4jB41y3abXdqjr0XENPaY+ZQFPmFFYafLL3MgW8MMkJSGut8XwtTO1Q5vv/CF9av4v1x+Qy6OX78pOpXPW6fkiwrmE7m9ZgwxlRuRxllUWXXFZdcl4vw1yR3NKFkaakye0sUhBf2/5Nk6B8FcrkEfEUI8X3gTeBPrbX/GvivgX8ohPgQh5H/VvX63wLWquf/IfDf/LgdGAslFp0XTt5UO/wxzzRaOwlJhdMVzubTWtrT07oC4TijziPOLV38iVCVM8yLBZ00qZalsRPJ8VRPj+E1ixN+226l7E2gbSz//f/8z0hWl5klkrNiRioUUmr+zbvfpggEP/+rv0ygFMPTPq0Ynh89o6Sg1U7ora0QGkF2fAQiJryyw1IE08EQnu+zt3cAJqBIJb2tJcb7ewSzKW/+2VdZ7S7R67TotiM6UjE6PnOYXBjy9PiIw5M+Kk7oXl6m3YvorHc5PR8ymEB7OSXtrXJweszJcERBRBBIkjBiNBoxKwpKCzdvvYwIQubFnMO9fdAwG085Pz+nmGru3lrhxpUdOknKVhsefr9PW65yZSOh1YajQ83kPGfYn/DaJ6/j7muNMSVP7me8+soKyysx21cln/gpuHQTDp4PSEKFNJpAhpwdzymKjKDlbo7RcEoxBVFCNhmRj4eEClCSONa0gjmpukiL88wJ//A3X6ZLrJLMywICFyBdhuoyYyWdJZgSEozGmotMlzzPyTNn5lDkusZfsc60uKne58W9YEFXcxljVSCjykhL29DnXyy3m+wKpRRSLVglHrtvdiT699V1gMgVJX1zj4Mx3SThJzvf9ekbcfI8r2GN6XRaa580u2BhoeroJxdvouGy/EW3rqj265Kwi8GsGeB8t7cP5l6MzNcX2p20ZszUx2ylky8wAqMhz0rmlbaMSwbL+jr4/Xq8u1kb8bUQuGgc3qwh+IcQXtTNOV2Nx2Pm83m9cnArgAJPGw2Ci2KD/lr9SLCu6jgvin/9JDj6j4VcrLXfBz7zVzz/EIenv/j8HPiPPvI3cO/CWlEt4+YY7bv7DEHgTGcLURBIkKpVOb+4rAgcN1Xlrkghw7gSjgdkQKkMWljSICAMY4I4wIqq6BGHSOFmSCUk2jp9CKsNUqlqJaBcOz4QnU35+V7CB4M5P3V9m81rN/n2t77Nf/q3foOvfekPSKQmNrC1tc6XvvZ/8qv/8d/hm3/8h3z+i5/h2dke3SCCUkIQkp+f0Cs09Od8/52v8en2BtnpKe2tNSajCfnZCYmFRx8+5lhlrBVj7n7mDQbHR4TDPWatHvFql1a6wlf+6Vf52b/7RaZLqywnCYO9ffSoT7TcYTCfMC4zuhsSk8/Y330EccC7j57w0z/9N9n73vfZ3tgiMgUmUmymV5iMBmxfvsbZ2UPm8zlJq4MSY8gTitzywYM+RvXZvpwymsD1y8s8ff+MpNVms92D9pyz6ZxuFx68/4wgCFGdjJPznKQLe8/6rAqg4zKKpZUO6boln5Q8u59x63YbljTFzKLCjNl4jI2hnUrGtmClt8lkMqSTthhkYOYFiZ6SmArZi10GLqXLsLUVKFG5zuuSQARoXTgqHc7wJA0jh4MrRVHVU1TFG9elxtEBQ2ellht07oK76zAWhEFIacs64Arrsyxn4mxyhUwriMMqTNVtGOAKjEFcZYaVGUYQNHU/HPfaxhFyapy+ttao4CIk4DN4U+ltu8zeIqWiNukFYFHkc4HIC4yVzOfzRZZKRFk4qwxjSjLh+jaEFWgrkJGbBK2tmD4yQFpJkWusVBXvezFxONhDYo1ECI2xOcbIqhPX1RyKokDh3lNM564JLIhQMnSDJagkDpTLzFvJgkJYm2gY502MElikk7vVi/Z5n7DpsmIxqUUh3cNSSvrvpWsYye9nVjhHKGNLp5evJbmwlDbDFCUIU0E92uH+GIpKQA5tazSiuZlSgxDoytkI0RAVM/8vQi7/f2zWWrJshjElebagkGmtyfN5PVs3oRifNXj8zB983W6tBXpeYguLrLIgT/Rv0iLhR3FOB7N4HHFx8n/9V3+ZALjU6zHrD3jw3XeReckf/eEfECNZba3QQrC3u0t+PuF7X/0qn/70a4zmU1a3Nnhy+pzj02MILIPRKaXUHMYZn/7859CrCYWZgdDc/YWfY47mbP+AVqtDIOH0+YDyYEqSdskTRXe5hVzaIL1ynUufvslYtegoy/T8FBEa5spglObq9ctc2t6AzBC22+zcuk231aOrEt598y1mU8P5xJKLlChd4SSfcJrPGGYZ7bUNVjcvMZnMyGaCrCgZYXnpM7cogLOhZbUHg+E5MpDIwDAUAwb5nFdfu06adBiMNVYaZBCxvtbh1isteisgc4EeSpZby5BpzGQORUYrBmMF+dxweDijxLJ2eQ0VQKoMbQr6pyd0kpRynoHRnJ9PUSZnbbldj6em2JJ70gXgqNJUj6IIb8nWZJn4sdRktfgstOlj6wJU4TDSBn7d1CLy1mFGW6RyARO0K95WS+smpdD/9BBIM5vzx9GERIqiqIyffVZbVCYV1OwNvzpxGbh/v6iFq4xxq5nJZFZn5R7qnEzGTKYjptMpk8mEWoem5po7BcskilBCYBr04ia/vHk/A3UhEaja6IvqUbk4FQttGXdeFHHlsbvgxLdqbrvn4zflCPy+/HX0LBt/Hf319pl6s9v0xWy9SZluUqmbfPiyzGtc3n+ul1sOgoBALWR9vePai6sU0xAue7HT9KNuH4vWf1uxEvJ85m5C3AznGo4WLdkFvtjktTDUheWiv4HzPCd06zygCtjB4mZozo7+glopiYTEGosOQeE6RIWQNcvlq3/6x7xiDFs3LvPg/kM2MfzsK5/n4OAB125s8fT+Y0QQg86IreX29WsUZcbylRWeD45Ie22CuAPjOetpG5km9HrLcD6g//QZ9rQP6+sMHz2h2+pygKG3c5mt9VcQOqf/+JDe+hVmskQG8PzpfT51+2WipGCux+TDAa2lBBOFRCtdJpMJp4ND8ixjuZtyMsvZPTjl4YOnXL9+nWxuUSHMo5IwjRhPj7mytsFJCVG7xf7+PeamZDzWtOOQB08K0jYc7D0kIoCZ5CSXFBiimcEw4wt/fYfdZ7s8eHSKnk0IooiT45yNrSWybMTpwGURURihspDdD86589It7OyM0GhmjBClIBGwc63NxM7JZUB7JaX/dMbabIgADp4cEHVarPXWSJCc9Wc83/2Aa9W4uNCMIyxKBVhTEsaRa3kPJca4TNj3HYRR5DQ8qgAUh2Gtra+Ugkp3JAg8dc9UGLbAmLLGjY0jONdZo7XWjecq41fSZalBFSyqkejGZZWNNQ0umstuKV0WO51O6+ObTuYVS8ReCGDesccZRbuMEaAsC7x5tF+FOky/uDAJCulw7zBMMKakyE0NQTgtGddl6gOxW9W4iUTi973g9ntIQkhHv7REUEEMIhAY7apX1lpKqkAt3CpdBhIrLcLrHhlNHIcYvQjKYRhegGioPiuMqo5b4Qwzmo2H7vwuxLb8BO+Ll7WPKcpdQ3tRaEsp5cw7hOsjwLj6XRSohVwBFlU6ywvfK+OvY32+lYs9wrhiaBMK+km2j0VAx4KxLnPRWqBNjlKhe84KrPX0nQX53mX1Cw3jxaOalaW7KCWidkqJIqeq1tQ3hoqnaiFUbhJwXeBVJ5q0GO1e9/K1HfSHj4kjiQLWNjd48OR9NnZSnh48YrnXIdCS/aPnpAqeHjyh0+vw6LuPWN9cRayuE61vkaUt4khy9HSXZJ4jxse0pwUDrfn6l/6EzfUtpm3DKz//84zLMdgcM+yTbrVJUskk0wRRyCsv3eR4fMbZ5JTt1VWe7w4QUZfvfO9DrmyuMx5NuXrjCgM5ZHA4INNgZUwUJoyGE9q9LlopXnrtDZ4fHzA43uODw1OOTgYs9bbYvLZDebjHyqpgfC7YvgLjc7h58xLfvXfAzUvLnDybYYBMw0ov5PRoj5dvX+Phw2PmuSWb526FcTri0naHOJUIDJPplP3TjLWtgK985SFXr0CaQm+1S0KA0ZBISbK0ysmsZG1rg8AecD4asLq8jQoCnhwNGc336SYdWqFld/8xUAXnYIGXBkKiBFgVIKxxQb26Aa01mHKh/y3VQpTN//TZpsdehRJYXaCCBG8UDQuLOiklSFtBNa6BBe3sxhzt1sn3Sl2xqQR4T9yFg81FjXWXkS+ywheLvs2ss96HWgiWWWudvHQV2Kw1VVGwogZrLiRFXtfI2qC6dyKsVRUrZ6FUKlkI4QHoKoDXfOtKRtafmyAInbiesHXwc9+zMnsBVBCAdY5kYTXReEoneqF26I/rYlfwgk3iC7bWOgu7PJ9Xk8tFNVbBop/AT6DNyWEhCeBNTOwF4TOpBanCuS3psl6hNXn2SgjmeV43fDnaY1zLKXhCh2ns7//J9rGAXIRwBVE0BNIxBHRpMFpVsEtZswGstU7WsiwqfMrZWxksWriZTlp3Ea3VTsCHxfJLCYOwC5ndXBuMcDICtpKvFNowywvK0pBnhjKrBs/5nDd+5hbzJ8dkwJOjPeLtlI3rO/zM3/41rDCs7GxQAjdeuclat8fj93YpxgWjCeTdJdov3aY/G6A7y3Sv3KS70ibqdAmsor2ywudff51bN65ig5Lx4TM4HTDpH3HSPyVZTxkNBmSzGVZbsvyMbJqxvb1N0GqxenmLvf4JmztLJGlAayXl8Q93OXt6yIySjc1LTKY53eU1lpaWsXmJiBLeuXef7PyU7Y1NAFaXllm/uYEsYHVtmWilTe+SoswV13fWuffhEVrAzMYoFB0BLSCWAbNMMTwrOTma01uHu7dibl1Jycbw6NGYJ3tDLC3CxNLbhO1LJZ98FbSGznJMvDxkf/+M0QhUEjGez4iSFD2cEiRt0t42o2GfrMyIAkhKzSwrEVGAmY0A6MRthJWY0jqjBUpKYRHKtYIDVVbt9KbDBu3PWkukoro5xQqQFa8ZY1E47R9XCPT65aLWXg+kqhraQorCkueucFZakKg6AObaoBFkWYEuDPm8oKgYMqZyUFKBRFdKiRBUWbVGBYK0FdfNQ0ka0WonqIg6kJoyr7H1Go4sZxTlrA5sttSgS0yRg8mRIkJaWGqnjkigHE04VNJNhJHT/HZdse77lNpSasfRF6pqwhNO813ISrVSWYSEOE4dMy0IMFVQLMuyoidrdOloparxnY2hLipqrZ0eThjUUFUQVuqZGCSGUAmCOHD0ZyWZlyW6FLj6d0pZLOCMMFKOf+655EaAVReKw36Sa9pZhpGqVy9KCWwgXSNYpVvjJ9umFImomEiiYrOEkURTYoSmrDSIms1PfjOOf/2RY+nHIqD7zLosNVmWXzgoP8M1ObFNFkHd/VWdAwE1Y8UtfV0W4S9SU/C+uX+PjfmZ2mcdXlIA4OD4OR88fMRknrHRibm5skZvqcvR4QH/x//2u3S6Pf7yrR9wbWeTvcN9Cgw3X7mGCSQrWxtEeUl+csJymjI86zO1JfPhOTabEd65zr033+L733qTvfv3Sa3l2dMn7B/sstTrkpcZg9GQIIm4cn2HwWTIdDInCkKsLpmOBlir2d7a4Nq1KxwfHxNV0qvTSUkrTmh1emxfvcZoPuXZ0XNMIJkUBWmvQ6kE7+8+wqqAoNViZWWN4+NjdveekWVFLW366NEJWxs9ghCe7e1TUFL5SvDobMajhzn7B8fcvhMwmcAsM+ztzyhySCPJRq/N44dHBKpFWUBRQqujEBKKsqQsXd3opZc3CcOQld4WEsF0NqlrIJ1Oh729jCSOmU8NSpScnhywtdm9MCZ8wLDGX9NFV57P3qWUqHChouihB09Rc8+zMC6WtgpoC41uf9PX8F0F+0lJPZ6AC68Hal2TZo2oufT3r2tiuHUgqzRFPATiG4c8o+bF+6OJp3sqos9IX7y//ESg1MJMQ8oFR72JITexcg+N+vvJH0OzZlXz4yt6ol9pu30vzCA8FdP/7X/359mzXPzfnr4Zx5UsQaWMWfev+GJnY/J+kabp4RdYrAKasEszTizi1uJ6eR5901fWf3+/v1rvRkUkYYJSoTNIEYsx5cdK87t91O1jAbkYA9PJfLFkRKKkqWdOt6R0s68QobPxNZq8dEpmbukHygqsMRghEIHjG5u8QCKxgcv8hagq/to43eGiahpQXLgxfQsxVBVooABGI4spc6KxoeiGtGNJsrxEN9/h6QePSKVi76hPZyVk7/iQIBS8+ulPcDg8IdzLiFptHux+wO3XP8s8hPzRAcxHZLtHXF5ukc9ntGxGL7bYzWUe7z7h+WHAjZd2MGXO4KyP1YZEQJ4J5pNzktWYk6cfEiUpT472uXXnJqsbK6RC8fSgTygh1IbZKGc2PGJ7c4tMZ0S9HrK1xPK1a+w/6HPzE3fpLG0QLK0xOz9je3uTN+894fLGCtPhgPHQEoiQyeSUOILNrS7Png5pLUE+h6iAX/p3v8gffeUvURGsrUH/1BWlba6ZDgzzwYSVpTb90wmr2wlRtMLe3nPmcyh0SFkK4rTkbHjEwRBu3H2d6eA+19dW+d4P9njlMxsMB322L8eYMmZrucPjg1PaYYDQTnKo0KXDK4u8LmphnFqmY0aZGjfGCHTVFSwqP08ZqOomVlUB0VBqp3VeliVGQBImNRTgC1rGLLBkYd3S3FpbmMSdbQAAIABJREFUF+88bCKEqIqXi+Dg5XQXE4ujGQahv9Et87ln1oR4/RhPo3O6IYAOKsu4AiHCC5OCD7y+xuAUB8s68Fgjq0nI6SsZe9HIQWuNFJ4SutBFccVfRZZNneKg1ogGWcEF8JAiX0wunnoM4BpPJVK5z2oel//5VwVgV4h2NFAqyQbfHawsCG0QpcFIDUZWwXoRKEvtvUYrKWPh6naeEOOvT5N4sYBqLgqDNd2PPKfdn1cPAXlJYjceBFmRo6R1tR1pMUohtabUzmLLGOPKdz8BjP6xCOi2atc31jjYJU/QMq8xdC9hqXXFKZXO+cXa3Entun41AgRCBdiq0OX56GVZYvKZmy2lpSgkkpJcLGZUI8yFQV8aW4v1e9ftZRS20Fy/dJOIOX/t3/8lfu+f/RM+94WX+N57j/ji7St858Een7hxg9PTJ1y5dhUVBvz5V79N3Ib46jo75ZQbN6/y7g/e5s6lSwy+/w4716+TfPanSeyc8WDAkpL8+de/Qbfb5vxwwvJGh/HJGaPTQ86OBly9fJln+/ts373Fs/tPkTfWMPMxhbW0IsV4POT79055ZafF6qU2h4cTOnFEJwkYDUY83z9k+84dLu/coh+1OR2OubR9nWyccZIY1i9dpWXh2ekR7bDN+ckISku316KcSQ6PCiZAfzwkAaJEsry8Sjoe8957b/HGG5tcuuYcl1ZXOuSjgu3NGBk6FtJJf0IYwmoq+dabB3zxi68wn95neDJnrbtNJo5Z7rQRbU2eD0mjgOP9fXodCIQkSNtoa5iMcsbnmtEJbF3uMpnOqvG0KHx7HW+lXGHL47rgxpAxzlJMmqrwaSwGX9B0mj9CKErtCotZ6aRc53peiX+Zila4sGfzNFgnH+FohE5f3QlU+aLlRb4xdSBQSlEWzi2+LDRBIABRKziWZYlSslZzdBmcBBlR5q6V3BQXFR395oO5tRZtdF0gjKIIJRS6LAjCEIzAlK6jNM9Lx9M3poI3nMWctFAKhRWGLKtgnDwnjFR9HWAhsqe1oSyLC5m9y5i9NLEmDNt1RurVDl/Mov8v5t4sxrYtO9P6ZrOa3UYfceKcOO3tb/ZOZ6btpFwFGIlyGYMQiE6Ih5LqlTcQbzzAA0JQhYSEVFI9AC8lVA8FCEvgksuybJcrcWb6Om9/z7mnixN9xI7drm42PMy11t6RaTtvCpDukkKKE2e3a8015hj/+Mf/N4E+z3OsDRXAfL5oN7rcBjMJqTUycqFqdw4tllO5bUNTBXqldVWNeQdqZVNRrHLmm/PXBPRl9RMosM31bZ6zWpUgPForItdcX4sSQeJEywARVdagYoWu2XqwNO35oseXI6DjsW5ZlgbOrAvNEx9OYFNKGlMSy4jCGMqqnip1rlVc81JiCDu0cw6vFAUOVRqchZ7vBZ6vVBRF0WpXSCnawQZjDMZ5aGCYuuKZYVExfHD8hN20zx/85D1+47f+Jh/+5A956/tbHB+eI3twzRzRT7jIZzz5+IJv/fI9+kOF6WzwwR/+EbuvHfBofY/EFNx7cBcPjJ5+TqfTZ2trm/LFC77xla+QVTn52RP6MuXlx0+IdyJURzOaXhN34OXHn6OBNNKMKouzOeCYTucc3Ek4vl4w7Pfp7ihKD3M1YyqnFJFhrj1iZ5ute2+QHx/y7L0fspYMGW5tc/8b3+Lxk6c4W3F/+zYffvgZ65sp55MF5Ry6skPaFZzNFjw82OH4/Jwqveb2rT1Ees60POfliacYwSC+JtGa0fWc/lbKs8OcBw+26O1U9DpD1voLTg5fURYOaSGfWPKpZXyewVDj43M2Bn1sZbm4mPPq8JDO3h5WQdLt8emHl3gFn3xyxYOvBay19awUAlHDcUKEYO4Lj46axnhJpBOoG4SKuox2QVvf11n2YjHFWVgUC3SksL6gl8RY20ioKkzTYCdomwvnWu57k3WHEt61Tby41t5fLeEhuNBHuhuGV2puecP1bhqUocF4c4DJVwUqqTcKYTFuGVQayl9D283zHGfdjc9gPThrMUYscUtoTaIXiwVxnNxw9zEmfO7KWLwv6Xe64bO1UIOiMjmBSrm855cDUEHnJUy+r5iQ0HDDo7bh22THS8pl0C5fbTBmWYbBISKN8h7pPXEt5pVlWfveWms8tg3o0lFv9LrdfJuAvqoD33xucO15DVBUw4b6Weik0+lQ1T2Nxgow1g7rQDmPr5vBWoY+hFVhcrSq36v6BZguX46A7oMgTqQ0aIUQZRicUPVobg31a6mIhMT7hm9q8cIRKUWlXU338UjncD6o6rmaFxo6YprKWUprSESC9Y7SVIhKopoyyzhsKTB1Od3AMAAqAlklvLHnuR4V/Pq//Jv8zt/7b+klsLe9xoW75NadiBcfn7CxDqWbs7cF7//zF9z55pBv/WvfZ/GTP2V4fx/Vi1hcXZJnFZv37lD83h+x8WCfj//kj+i6Lrce7fPhH/xTtt+4Re/OOhtiSuEyNt55i9nFCWaU8fDNh5xcXPLxp4dcn4JMcujB1OVsDWFr2AVicqMZrG0iigUbww63dtbZuv2QeafDzsFD9qk4+6xDOujRffgO7/3zH3D5/v/N+s4tynLKo9fXePFqjp0rTGnxusIbT19CdyeiOIRFaYjlMV/9zj4nf/YKt4A33tng/OUYFxmyLObsec7WGnz2+JJ7GoYbXaI+GDlnMob7Dwf4/hWpgW6a4AddXh6dsXdLcZnNuX0/DTZsizHjaU5PaFQXzo9hfQ2iKgT0uBbgaqRbravwlaWqwLsCctGOfdvI46XHpwIS8DikU1jrKMuMojBkWdlys5vscFaVLbc5y4oWVnHO4U0YOMKBlAprDZVpeNcK5wUylm15rrRGOl8HlAZ3DRS+xlhD1o2xJAmfO4rCd12FIiKVYLG1CYfAV0syQIAlIFZx+B5OUDofaJoikAisC1BVWTcqpYU4iqiMY1GUKJ3gkBR51Q7aKC0wpoGCgudvLCN0HFMGF2oUGluFYR0hFVpKHKH41rVMh1ceY3QL1ahVXF/FOCRZPm8zfe8FWsdLWmi9B3kpoHQI76lsMJCRXqOkwEc+uJ7VzkKWWrOnMsRJp4V3hQvN19I28skOpZJAXXRVW1GkadNn0VgbhelQEcgbN5RfrQ2zCGLJejE+UFcr4wOkhw0qryIgAjaOEVVFyXKj/yLHlyKgQz2aG+mWpaLrKTitI4qa/xsCsMOx9IcURrVd+9VMiCYjckvt6ShaylguFlnd+FJkWY4QtWeoseSFqTno4kbJozsx2aRgLd5kYaf84//6v2Fjvc/OzoCzzy+5OIJ3f+OA7Ts5P/6DY37t269zfTFmPj9n7949zj7/lP2HD4n7fUovmF+dsHP3PkwnaG/IZnPefvsrzCcLLo5f0F9bo782wMgcE5Xsbe9xej3CVguIBPlAYxeKnleUE8ukAp/BrYMU6QHVZXPzDqW5JEk6XJ2fsre/y+ViwWCQknRSfvB//CM2E8H07ByZC9yLz9nd2Wb93Yf84J/8Lvv7A6bTBXHUp6rGDHtDRtmEeS7JgA8+OKIXac4qw+nI4X/8ioev9RmsJ+TFiPW7noPdh/zh7z9lo6fZ2uxh7JjNXkIxmdPx4HPPvXsRlSvxUcLajiMeJFzMx/QjePVyjFdB9nd+lbO+p5lfGrya0k3h61/v8OplxtlJLdtvHf1O2nqHVpmjEGG6srQVaRTK9Qb2ANBdGdysvMN6iXU2QC6N68xq9WaCxrrWmjKqDZort6RJJhpXV3hASw1s1mxZlqQqBiFIGnMEZ3GuGVrSLSwU4IqlZnrTMFzNWNt16oJaoDEG0bBJVpuTcRDZarL0SAa2SlFkNb4f5BlaXN5ZXOXDpK0KujJVFRx5WgbNCk0wiqJg2VZTRpMoxtYNxQbqiaKI0hhUfR82BhSNRIJtkiga6Ayo51JCXuWx1uC9w3tJFMUr9MTlgFBZlkRpgEEEAe7QOmWxcG1voRU+U+E7RDXVWTXCW7UWS1GYkAAY326kTdO0obd2uylFIXBeILS8MVR1g1pZU0mr0rSBOlQBBiEbQTkRpm6lxFf/32u5/P9/eBBaBesoREv90jJIUaZxFHjEHqz3VLYMDdHKYArTLmxYTnqtDjs0ZVorh1k/rizLVochzyqyrLgxcLCKxQK8nJRs7e/S7Q2Y2oq/9W/8NpNszixbcHE+w3j4nd99ShXDm7+yzavrI67mI66mMC6v6e/2qRKD6GiSfoedR/cYn76CWNB9eMCkynl5fs4kcngMVy+vuXj6kunZNZPzCR+//zlmukDmBbGVTBYjuj3NorDsPVrjfAzHR7AYF1RlycnVBSKWlCbj+OQ5YpgwLQq6O7dY9FKqomRdGGYvHzOQII0jXlyTn7/EiBIvBVmWMZtWTCZzrPfkTOhugNDBNMtKENLw2t4au1uK733rO8RdxySb0kl6pF3P9eSKb357jbsPexwejen3Yi7OCx4/nnKr18dcw/6gw3aaEBcC3VX88NNLbJKgkpS797bZebjPwjq0ipAmpcppOdWVsGzvDZfNI29xtgoj1t6h6unNkNlGKC3o9TtBcTNWxFGEt0HygVqjI1BkBVLoOsu2bcndMGaqqqHUWvK8rJugohXa8j4YF9c5xQ1tEuFpqY4S0dIgm2ZnKOkbXjQ1lXEZ5BsopQkcVVVhjcNUNmSCNYlrVXDqp63itGps83R7nyw55oE54utNihr+aAwqmu+fz2e1xn6MFvX7qZCBNxtaE2SllJiGweZcULD0Hi9ELT22/G7LRuxyGjfc076Gb4Ihc6A7B13xbpKCXeLPi8WiZfc0sSBJEnq9Hr1eb5kAsmQFJVHcYuvNRtlUX813aWJEA1XpSC1ZSHLpZdpAO6uMKqg3KhmCe5LEaK1IkkZGOJhQKy1RUtCJY9IVR6Sfd3w5Ajq0E5+r2hTNybNmyQgIana1i5ElQABN17q+eA0dq82sVzwQW+qUE2SLAu+C0I7QEaWxlPXU2qrgUbO7euBkfMWTV8dcA7/zT/4vvv297zKeTSktfP2dA/Y34ejomte+84jeXg89lNy+CxvbXSbZiIKS3GQcHT7lsx/8kGHa5+zkjHg4QFfQIQLn8ZMZ73zrdUbTnOOLMb2tW/hOgktiSFOucsPoxYzYDrh39xYn4xl7t2Ocg43hGmkasb45ZDy74ODeDnk1ZnZ1TTVd4GcFidecf/iE2Hmq8YhP/uzHpMKx1etw/OQzpvmEvb09xuMpsynM5xVKQdSHzb0EZwwRcOegw70HO5yejkl7ivf+7H32bm2QV4aqFLz8FD7+8zGHh2OcclgBUafPZBrotXNhGd6CdDPl+GLC6dmcvLDs3B1QxV1yEbGoCl5dXiK6PY5PKl48u2KWE2RtdcrTlyUy7rGxswaEPkvITMPaqoRHREGPY5h06PWCo0632w2OP0LXN2cz1BGe10421jhok0WmK9ZoTaBftSKTUrbBctmIXWZaDQRyYzS/dnzXus509dIJp0k+GqpgQ6Vt7oPmp6pCwDPG3bBqa95DiKUQl5SSLMva+8n7cB+EQFYbaNfwktRLGYVGliDLshuVQoMnB851HSjtkqbYbGbWu+UGVC2/T6Ow2Jz31UZow8hRSuCdAq8RRFAPPTXfKc/zFvcG2k3M2gpjyrqqWgbZ5nGu1nPSMjTFm2vafNcmFq1i483rN+dAa0kcpzdYQU2FtMqGaX4aBkyrfimX8g9CiFYFVP4C2Tl8SSAXR6APCuMo08BOMW7JFRc++PRZW5EA2AjnK0wxR8qI0iwXFTQLwqHiqF5wiqSTtmUcRuB1OPFN1hKVS2lOVTdIl/SucFJtXzKo4NgYNuKIu/e3OT07or/ZpSxzPntyQtJN2F+/zSd//BG93TWSYUq3ozn86Dlf+fVvYwd9pEx5+tGP+d4775Ih6Ol1siLDSLg8fYWRJTrSTEZHbOxoRAwbvR42hbXukNkk4rWtPd770VM+Wzxh784GRWVZ6/XZuVNyVV6TJj0urgJ3e6bOMAI66ymDW5tMsxmDySnXo3O2030WBWyvrXM1PmJwnNKXAqaOl2cvuD4zKC05uL3G8eEUn3tePitIEjAFFNOMWVeSxOBNycFbfT747BUHm0NevZpw9/4u48UZ3ieMxiU7+1D5gu39mDi1XI4y0h68PD/jjW+tM7oeQ0cDPfJZyVon5uzskt39XUan58xKKD30Y0jFJqdnV2zvwmh6QieqIYu4g5MSY4MbFYVFOkcvifFqeSM1kEvUCdix9wLrBBZLVY/HJ0lCVZZonZLW+DVAaQqUU7goRncSpIQkipDCI6UFsfTC7EQJYLA6ZL4h21Mt3KNUGHsXLPWyI6khDhm+R9aQyM11bm1B440ZMuaqfX54D9t+V2MMxteiVkVJ5aoar4WqrOrNJwSi0hQgNbFsDKNrzwUlyPNF2PgETOYzpHdBC116ciooDKlIqWxIjlaTrTRNWcwywKGjMNSjfNwmcFprrA+UPWuDoXIsE7KqwFQWLLgqQ0lNaUsq48jKLJi7e6iKYOrdZOjO+6CqWdVTvs6ipQBb4USIJw6LKEHHmqIqsd6g4iC01gT1kGhOse2AokOpCK3jIFNiJRZ7Y46lZdc18UN4EDd19KWURA2tU63OxQiEkgHLd6BqWuUXOb4cGbr3bSe72W2bLrap2Sxh+CI4l9iixBUWi2BRVjcE7Ff1GJodFML5DEyGm6PKsBT2WoVrmsyiuUEArkrHxBiMd8yE5TKfMJqOsMbz1i+/zqQybG7f4vOPX1CeKt7740Pya8+dg4fs33vA41fPUZ0I3+/x6FvfDV6FWY7NMsq85OrwJXfeeMCt2/ukmSERPS4vDFm+QGlD2omI+5IXZ684Hk9IthO+/r13OB+PmE7h2o7Zvp+SDCCr5uyvdygXOesbPfbv7TAtplxMTrC2opjN2OykKFNQLMb0ugmRdFydnFFmU0bnJ8xHBds7mxgnOD4b0Rmsczl2mApMGXj55SWcvJwzK+HRW3fZ3IrodCRPn06wDpLtgrXbm5xPC+gJbr92h+PLOTIyRF3NrUcx23dSknU4n15TKnBWkEYQuQXXl5cM11PKItjMfetb67z5lTUc8PzFFaYKk3sdvUEchQw9ko4kUjWbpfrZbKj2/zSmpFEovDH4YmyYlBSSpPbNbDIupYKPZydJ0UnQIFcIUulJUoVKFT6WRLEgisKP1tQeo6BUaLL9dFXZBP8GFlzN6JsAbYyjKCrK0rQQT5OhGmOwzpHlOUVZ1kNa5gYjJNzuQYc9z4NRepYVNJru1tqgH+6XEE+zAVXVUorYWkuelVSlxRgXcPm8olhkWAtZPWWZlXn7/q2QmC1weCrjcb7Re1lCQrbhyiPqbNkHoxEv8D74rDYiYrYyQZmxzvilDtWQo5Y6dg7sktTQVDhKLv2GGz8EoPZUXdI6m6z8p4fGQNYQyrLR3cSOJoCvDpPBz06BNrFldUCtedxfFJ++6PGlyNCbw1qLimIEzSKqWj6wVxJvHFJbvA9OMtZ7cBKpFcbYugQOjIA0Cju/FhqtNFEckdb4mHeBEbM6Obaq1Nbc/LAUAAPwiUSLlKvJglQ7Hh9f8Ovf+SYfv/8Ba2aLqYfxPOPFecXWfUVVQpJ2+PP3P0BudHn7r79LlV2Rnb7gaDKlEwmmp+fc/cY3efmDH/PuV9/hRz/6E27fvsXJ5QUmh7MRvHm7x8efPWf/7Xs8fvoJvZ7i+bNLigXs7l0ymcHOHcWzI8v6bYfWMOzGTE4sChhdTFhkhljDoNtDuAhTTKhMgZko0oEjcpreRsqg3+Pi9BBjZqytC67OZ3R7G8iB5M8/OSNG0JeK3Fvu3OpwdZqxfrvL/GzB5eSMJFGcnzjWuwrZSfjwkzEqhkkBt1P4/PMTdjc7COd4/rygtwu7ex0urkCnkJceoeYkeDra0R+AkRLrBaWD8/E1TkB3IEhlxCKu6KdrnI/mDLphUjTWCWncobIlUgqU9jgTyvYwli5vDNgElbxmQKREyKCxUpkKiQAV2B5CCFKRUNR6257ags6D08FuLop06/q+2tsRde4kZDCuDjdu06tZaeZzE3JQSmGsqYPYkkPdcN2lov48IbNr1m8TWOI4bkfYyyIEeGt8CMbF/EbS44xF1VVOQ9dtcGtrPN42euUG22ShNsj5Ou9xlcDmjjjWeBkGd5yI20nQKAp2dnEM3ocKWCY3zRykFwjXSBg4RC3S532taFgrEkoLuMB/b4OpqZY8cynoxIG5omjgFYezDkPYNLWQQbBLi1aTR8ggF+GxRFpjDRR1BdFk3lGUIoQnTmLKoiIrs7+0h9dAVYglj34VUv7pPl1zmKahCq0t5hc5vjQB3TkHMgTPREftDhbYLb6FS8rK4qJA8RLOof3NcmQ1ODfd+igKwVxrTVQ3J4SUP3PTNc9rfm923m631lxWEWfXC756a5eXJ2d89yuvcfr8OS4zRIkhUVBxwbe/M8CNPb/8a29gfYGI19l6dID0JZPTC7r7Xd7c30UWJWtZzLPf/R0iNC99RkcpTk5OuPfuGzz588948+td4r5gfA134jRoQqDJry1JBNPRFb/yqwf8+UeHvPl20B2hSrk87jAajRgMYzpxj8vjEXkBw2TG0fEJd9+4w2hxhVIx02LK5Yljo5oyvcrY3emh8cSp5tnzkp3ta66uDPd2dzgZnZMVll4gaTD34PMF3/31R4yOP2c21qyvabwRfPb5gpMz+Gv/Sp87BxmTWQ4GOqokjWDQh6gDSepY24C4k3JxldPtxRTZjPVuF2/h6nyBSiXdfofD64w0gWG/x3iegfA8eXzFG6/vIHy98VZADFpGgdlSZkFnA1ErcDb4bPi9WWONHZpTIUBFNd86qbNnoN0IlIOZq8CHktigUJXDVo5ICoyEMi9uZHyhmRikCJpG32qzDW5mYw0jpvlpMvImoyttYHwoXXtvljXOW3/ewts2mHvvybOyrTZd3Wm9CeHUkIEwSCfJfR4y88ZQuSraBmpV1uwgJTHWYeY5RAKV6HoOwFKaEuNsm4mWZYmtoChzEKHiNCvMndUqyRkbBvokOG8wxmJdyMJ9FSp3Z2wYHnQ+DH+vZMlSBlMbqaP2uzXn1BnbMnHCRrOUUw7nVyLkcsLVF3n7XAgORM5VOF+Bv2mZB8sNt4kj4fvJGxVZ87jV899896qq2oDu3JIh9UWOL0VAFyxHfDu1/gbUsw1SIL0MjUJnccLhZRQWjVRoIfDOk0ZxG8yXJVItMC/BeEO32yGSYbpOywjr63JMSaipZW15Xk+HrmpgXyvHIyH5yckZ9yLNj957ggr0ds4nZ7z59QNGl0cM9vrkw4Sjk0MePjgA3UEJz+i8RO7sQyfl/OKQ7OyQN978Jg927zD50ftkEWw8vEUvTnny4YcMdwZcjab4MTy6t8YiO0XHmiyz3H+nQyI1w52IipJIQUdL3n9e8NkTz6++2efZY9jqlSzul3SHir63FFXFYDvl9sM7zJ/NOTu6Rnd6OD2nzDylcYwuK0aTnOGmRnSg8obtfbganXP/4TY2y9DKcnqcUQGzGVh/zfNDGPYMV2PYPoB7Xc3tu555PmOwtsH58xHeQrxh6VQaCQx7gsmkQHc08yzn1s4G88spW901ZOm4nC8Y9CXjucMLx93bQ1QUMx1dk0eW9Z2YZ4clH318zs6O5B3AqopFtdyYvRNBDkApYiGDZ6OUeEQtlxvmDwLVExQaoXydtQXlQlP7lTZH5Ryp0JjKhYzcVBQ17bAQAlvTGLOsaDO2ZojNOYeupW0b9kOjO9Pgv03gLMsSZ6vwYwS2WgkIArwzGBu40xaBtx5f5m3W3egQyUDIRwlBZcMEp8WipGqnpJO0sWQLTbtiUbRMDu9DZly5KmDJ2tdN1orGEi+ONBaLsCFIdtMuZVbisZSFRcqYKJHBn1RK3MKh7aI9B3Ec41YgidJVy+y9pv4ZYxHWoJEUsgoMIGTg/ItwTlOlkLUTlYojsI6iCN9LKUXpSgS0tMUl1VkQRyl5ZVoPBe+Ln6menC9JdN0czrM68fPt5OtqFt4crqoJH962cWUVgnF2KQ1hjWtVF5vz/0WPLxzQRRA8+FPglff+t4QQD4F/SLCf+yHwH3rvSyFEAvxPwLcJ5tD/jvf+2V/94mAJbi22rFr1u4bi5GjKwmWQVbXi2ipFaLV80QisFDglqISnqyIEDZYacDNV/9t4R4RGRuEiKaVALUXqmxP62rd/mYMXFzx+/Jj+vXVODi/4V7//Dn/4xx+hNhWqiunFW8y0Zv/BJp+/fMZGPmaWT/n4R8c8evMW9+8/YHY949GjA87ygpeffkaK5+rlR2y9dofqcsqTw0vWdzd4dj5FyyBg9dFHY+69EdPd7FPFOZs7B9j5lMyOubhYhKak01TTktEFdH7N8bVfSpmd5UEuFRukBGZz7j+6z7Mnn5JnUyoLi9mcOIEo9ZRnUGQ54wUsXETlDJXpc/pqxne/fY8PfvKCSMDGekpZweY2dDfAqCnvfDMEmddvDyCVvHo1Zm0rpRKOD98b8do9CVnQp5hcGzoDiSk8nSQO1LEooshyqqnjxdGCrTtD9KCDk1BMgCzm8NWYdADdQUxmgrnC7pZlfWfI+dUICDZkUgZcOs+y0BCrl7pzICOJd+C8q63EbHszgUIKQSdNEKLBjIOFW5O9BUqhunGjlcVS0tZ7jzPcyKaVpoUeVic+w+sLvC9r9sNSB311bYe17hA2JDbGGBAKWTfapHd4IW/opCgZ1fh4yChVbdbipQiDSkLduIf+IjZMk1VKKREu+LAK51E6cLl1V9dVcOgtpFHcTmA65/BRhPMGrwPN0ZS1LVwts+B9qAj6/T5VXsGKppK1Fi30ss8QSXxpkEpR+TLg7Io2S29oq1EUEyUxjWmGcEH/pgmizXVrZhEaY+2fpju3bDq3nO5d5bkvqZRLjZ1VqGx1PeA9SEmOWyZvAAAgAElEQVRZM3H8SlYeoBXRfj7Hzf7KL3L8Ik3R/5hgDt0c/xXwd733rwMj4G/Xf//bwKj++9+tH/dzD+cbd6Yaz3PLxlEDvcBNq6imM76q0NaWMVLhpSLSCVLqeoFRT7VxYxF777E4UGEoACUQIlh/Bc2McDHf+aVf5ZPPPuP2zh4fPLnge9+9x7PPn4OED38y5cXzQ45PL0DGnF4dc/v+Js9enmGc5d2v3uHk6IRsnnFxcsrTD39C6jw7Scr84oSNfsLo2Su8qTi/giTpsX9vizyH/nCIjhNOD0vyuUcRIazEa9BpQpLGHB3DxZOSrzyA3/4NKMdXxD1P3AOtYTDoM7qa04k6nBwdI51lkPTYXusiLQx7CVWecfCwi48EMkoZjww61YwmM+7sCz54/wVVCZHsMZ3nRB0wFQhSjp5XFAuoLJycTcnznG5HcPEqJ7/wfO3REJs7NjcSev2ERQbD3gbXl55Bp0PsDKJ0YCLEQPD4tOK8vKSKBVfTjP4gwuYz9oddui7GVZ71tZSPfjJjMra8fDlCtM2vYOZQFBVRFNzsG5prVVWURSOffHMNNvRDHcmaJqeI44g4WQ7oNGuzoZ4tabbB3T5otwRDY2sNxlRIedOdBqiDrak51csg4hw4K9tGZ9OMjeM4KGYmaVATVLq9Dxq6ZLMJtBWqrYiUII01/W5aTzbWsKQWN+6lVdy+rQxWONcNaaF5v8ZZqRMn7GxuMOj2SGNNkuqlQbXQrf9n+zetAl9VilrQLJzL8XgcTJYXBba02DI0aIvKY3xI+Kz3xDWdOO6kbWUTK02kNJ0kZb0/pPFtbYJyM+W7NMOm5bOHa9W4OS1nCBolzNVNu1kfDRS76pjWrItmAwbaobSiKMiKgqIK0NmiyCnKirwoqYylrEx7vlf1fVYbpV/0+EIZuhDiAPhbwH9JMIYWwL8E/Pv1Q/5H4D8H/gfgX69/B/hHwH8vhBC+qS3+gqNZRFprpIjarCP4IQqssCGDa8j+tehWE+hXuZ3N6xk8SZyglSLREdTUL+fqbrrSCFXvrkKQRBpTG9sqpYiUbm+M5nXz3pCZgm/+te/Q/aM/5eP3XvAvfOdrPHn1E7777hblZI1/9oPPUeoJG7swiIYc3LlFWS24vhqzu7/Fhx9+iBzEGK/p7GzinSBa61OYjMNnFb/03Xd4906JzyPEYs6tW10uxwUnpwXf+OY6nRSuZmNeno8xwTAGJSCNwekOxsZ0dM7a9iYnZ+fEcUS61mE+nVEW0O1oprOMrnecXxqSWBELxeSyoJPA9XRB7iArctbXh1yP5xw8hGGvw+nJgvU16KeWpA+zArDQiRTDnSHj0wnDQYQzjsvTgoM765w8ueZgd8DZYYZFYAYFOkkYbgk++eySr/xKQlnMUd6RTwNnXEWaR3ctUQWL45JKQ9LPuZpY9ndTXr24YvtRSr4wYODtt+5yeH7JbBZgkSY4NiYF0Ahi1RhnYtA6Rqigol2vcbRSsKKPEjBVXzctl0HNWkOeV+1aC9jtMmMXQtSbQvibdRVRnN5gNDR02mCmrFrrsibpaDD2Zv1prYNCaGu2DE5GUBtKoBWWwJdvIMskEivfXZNnQa6gcmGza5yHmoTIrrA7ViVxpQwm2krIuhG75NMHAxhLEodNR0iH8EFyWChJ2VAI62BXuSrApbpOvlyYJQFBmVekSYSu3Xu8sRghUUoiZZ3cIYI/pxCkcYKrHEqrIMBlLLYq6sQwaEGpOGpjRMNTB270FpYCbiE4N7DX6vxAc21DEmhbVlLraCREuxGuPrepyoI+lA2JI/U1XmExGR/OjyX4Gjf881W454scXxRy+XvAfwIM6n9vAdc+mCQCHAJ36t/vAC/rD2OEEOP68RerLyiE+DvA3wGI4yRoAnuQ0rZUKanqkeV6BleLEJSV1igh0Ui88DgVXF8q26jVSWIV18E8eDumkUYKibPBRmpRZe0FlFJSALaqiOtSEh0aJbFeMl5s7phrxT/+X/53FLAr4Nnnh0QCfvTpJYPuJQcPw02Vs6DwEz49mvC1t+9y9OIlb93d4u3eBh8/P0bs9tC6j15fozotefFHYzbXFafPTvG9Drf2dyinp1ydjYgHAx51umAtx59P6K13SKVFDQUX4wKlYoZ9zfnJgu0tzywveP7smM3tlBdnOZdHFZsbEaVwECm8AVvf9GVm8RrSDnitWMwtDx7s8fjTU6SypJFjVsJ8sWDntiaJPddXOW++vsNAOZ5+fsnlsznDU0i7cPhpxd23h5yPJ1wcXfPwzhqffjRmb69HMugyM2OILRcjz63bghefFTx61CcrZww6HZ4+nXLrXsLm7TU+PRyzflugjCAl5f67Ec8+umJ3Z8jx4YzMQ7cjuJ6M6A9Syk4foL3JGjqriiOss1Rl7WxvJN24NniOwlqSUei1SAVWuMA4zh3WgxGmbkJavBMUpaUqQjnc6Ls4b9qMsSm/m8y21+vdwKJDFuchVOGhGm+hhaAn44xAKkcUKZwTtT5NSSxTZKSJ0k4beJsBJymXWTpwA4p0zmGcRGiLKwriOCRGnTjBGBeYZRicCmbpjSBYFAW9/TSJcMFaCe+aASxPUitZehHciqwNdnvSB5mB4EUA3jlMWYGxpCoKWL/3oAgTrt4RyYjKWfJFcPbRkcYXJTqKAYGu70lfFAFiSTSxq2GryhBFSbAMdIbSBsVUsgIdK+IwBEyBo5PGZJmtN09DM5XbZN6FWUJGzYBaS38Wy2tbFEHXJcvmwMoErylx1DLDfpl1N5vaKqWxpUcCpqglhWt2yyrF8YsePzegCyF+Czjz3v9QCPE3vvAr/5zDe//3gb8P0O8N/Q3+eH1CjV/SCFcxxbb8rQXxPSI0ugQBuxEeKyqUStqMW+nAaMA7rLM4K4NgjpQ4Ado78HKp4Fg1I9pRoK4BJk7o37sHnz4FJ7n2jvefjnjrrTXO8zG9Doi4S3+wycSDFSXre5pnozMefG2HuOOY5hc8ONhk+9Ya03JKMSpJOxHROlxllq/f3sZowedPP+L6+IK1YcLleMZi7Ol01ukP1rk8v2a40eHzjzK2dxJOXhZ0VYlTUPic4UbYJA9f5tzeT5lMczqpojNMyLOMSsL+1hoqduRZiVCbnE6PyYog6Xk9mjAcdunFPYpsTtzTWOO5vDI8vLXG24/WOT095v33S157HVAwXBfoyLO3s8EnH414491NbDlHqIJHb8QYozk6HzO8BUJb7j7SqMLTbWheJRwfZewMBGZa8PRVwa374BOLM4LLswlrW4q79/q8eDwJjJ3tTS7PRpRmxnD7gKgIipwNE2UVh1zFh62FqG6Wq6gxF6hvsFp1L8B2ElOF0to7UTe+bGvl1jQ66/VcZ9h1Q7++B9M0bd87QDhL7ZHVphnQ0m69D6Pw3jcDQvXa1yCVrOEdQeCULyEBa6v296Z6bUTInAv9oEaid7FYoEQDF/k2o/R1poiHKIlQIvh9VVWFiOJwD0mBdQEXllUF0pPokF1WVYU3tXSChVlV1BmswimBRreQiFIK6+vr4x2mpnM2nz3g+GHqNU3jFjKzJig/Ohes2xqueXA/kgi/dAxyNhhyNzun8L7Fv7UO5zUY1C8blMbTBt1wXcOaahrXDZ6+CnE11VvYxMsWC2/0821ZtVl8A6es8s9/mvbYvP4qQvBFji+SoX8f+G0hxG8CKTAE/jtgXQih6yz9AHhVP/4VcBc4FEJoYI3QHP1Lj1Xa0k8H7VX8qCk/2lH8NutZnpQWMqk9EZWKSdLoRuYCy910+d7h762Tt4KqKIiUxMpw02TWM7WW3MGmjolMzhv3Uz78ZEzSh60hFPmcnf07FOOI4fYmvX6fk4sjdtfXuLw4QamI46MzcrfGYH1AWSjmdoKK4dHdW8RpxNHpEesbQzoezl5c0F9PcTbHRxmlN+ze7jKeLLh7e8hoPGF/L0EiyEzO+maP4+M5G4OEtY2CrMgZrku07HB0OaLf6xF3Sy5HE6ZXnpNTSPpnXM7h3qMeL4/njGcZSsK1WFBZENagVESn6zg7H3N0MmZ9TfEv/sZdPv/8JQDja8+Dh+uMr6ecHIGzV3zla1tMppc4A0cnJQevJ/R3YLjWYXx9zVavi/IZKMNsDvfvJuTzII62vg5JJ2FmCnpJSqQ91lYoQMYgLEQxZLlnsAEvT47o7n69vYbNjdZOSdaBXSlFmqQ3Go9h+Gg5th+yo5tUQlfTGsMaXK7dZtNYzbxWKXg/Lb3alPoQgkYULdd985mkrA2DReOs03wuEf4WLQ2IGwy8ydBXm3KrmHj4HmF8XghBt5uCC8E9z3OKwqBVRCwVZVWhhAAZhF3jOKaTpmS1OUeD7wfsPdyjeVmiXEiSkigiK/OAIZuqDoQVAoVQgXGEDFm9syvcenztjAXONVBZOJ9FUYTXyZuAqLC2pKoCNVRLSWVKNIGh1sj3lpWpN6DwPFWbvjcwinOOvDYCXxX3a+mpDX+9roZWH9NALqubahM/GjtLi8e7ZabdxJ3VePbTGXi45hZqUbFfgOTy85ui3vv/zHt/4L1/APy7wO957/8D4J8C/1b9sP8I+F/r3/+3+t/U//97fxV+DrSNnwYrbLDDBvtbDfgNJWi1k6xFrdAoAvc0jWLSNDRtoljVpadoT1AUaYS06IjljwKEDe4m2uPqAFBkOWUtD1Aoza/+zd+kHykyVxKnPTrdAwZd2FqHYgHb20M+ffwp5ILDTw85f3nEAM/7P3hMNYP93dv0Bh1GV+fMs5KNjQ3S9R6vfecNJvaS0eKKnb1txtM5o3JBvAbbd1PuvBGjhgVbd3vEQ4XX0N/ydAewtdPl5DJnfU9S2ojZDE5OJ+RAPJSQRLz30YjrCQgd0V3bwnjN9QjKDDY2O7z2Vszjz+bBiWhnwNqwG5gaDrQUmHmFrgQXr4KmTWkdn372Ep0o9g96bG71OD+55rNPDFsDyMeQzSriKOHoGNbXu7w6LTg6Kjg9uiZGMbpcYGLPvMroDRMef1Lw4qlhdA7d3hYyHmA8RNairMIUktHVgsHGkE5H8eTJFf0+7O5vsn/wgO7a7RvrqQlqsp46jHVEJ0lbKKINdCo06AKmLlCeoDNig9a+9oFNoiRIEbK85n0aul1IHkSrG+JcmKBsGmM/vW6bANEEgFVdlgZ3Xa0w8jynyA1V6cjzkqry7aRr45/bJDpAO229Ooa++plDszJGsCQONBtQmz3KIBQltKKygVXiKoNwPjQipapNrut+VtgFWcyyEPSLwDAxhUF6SaSWdmyr36/5jqvT4vP5nDzPqaqqnYpdLBZAaHqH8xfkr51zeFnHkBXCRHNtEh3hBBgfJkd/WoOmjnNtcF7lgzfXpQnG1lqyLCPLsnZitZmEbbPrmsNuWW4OzblfbXT+TKNcqXZtJknSXs/VxuvPO/7f8ND/U+AfCiH+C+DHwD+o//4PgP9ZCPEYuCJsAn/lIQhZQFEUWO8CVziKkPigmeyCE7i1wdqqMaN1AlCSSC9LoSRJ6HQ6JKmuL5glz03LFGgyqSiNES5kE83iarCxzBjA10wFRVMj5BNL1usyd5aH8RrH+Zj+4TnFAu4cwO6dA/7wTw/xwL27FWLex2RwcjXFCZB9+ORHH/Dom3tUugPrt7j2FePJmOtihkxTummPw6NTlIrYvf+AuBvx9IfvsbOR0hlqxuMJNofuQPPxn035xndv8fTwhDuPujiTkZUlnUhjreHBwQaZybmeV2zeVlyNLa8urpEOhl3N7bu7xFuXzHxFdlHy7oMBT6+mXJ1NGayDltBLFZOZ5eQI7u0mbK9bXr0qeecrKUJleGeZzQtsFrjq5hB235IUo5TpKEcOS15/e5NXryrKDNbu9xBuTlVZRAfmc1jrD1mUGYNNqHKI4oSPPrtkuIBbdzd49XjE1tBjSouOJR98OGFRQukITeLLGVV3n+2HBwDBTxKBqZbUwNCw8yAMyMDE0CKodwaz8WbYxlNKBZFCmQBBWVmhgUJZ8JKO7uDl0nEIoDAeU5TgoCoLChHmF1xlwtqtS26hFChWAppDCEdZTonjtK04nc/CKDuQ1wqN1oPEo1SEQuGQRLFHqgopoZYaaSGFZdM1aImE0faldkqBRGiHNRUqFig0yq40c63HAEIKOjrFy5ozLcA6h1TB3MN7jzd1zuaXg1I6jqhMqBx0EphD0koqE5QwjTUIL1ECTGXqsf3lEBDGoVTQYfTeolWjj2JraMugZSA8NK5KstZsSaklcOuqJbg4Bdy/tEVgujhazXNYGSz0NTwjfXgfC1bV5tve19r1AltvRNKHvFjWirDCawQ1VVGEvox0tWa7D1PI0t+ccamcCZRQQK1UCE2w/6LHLxTQvfe/D/x+/fvnwHf/gsfkwL/9i7zuaqZjnIXauUOslD1SCCKREEmFEb4dsGjoW0IEIaVGsSxqS87Q8IGllkPgBYdmaYONSSnD8EmDz9faFnjIs5DdFIuMia2wERTlnH4iOZuO+erdTcaXI569OuTBA7BVxPOzOd//3jd5/vw5O5tD7twa8KP3X5EOJKMSJrMF/vpjOhubDDbWmV8XlFPB9XgGhWMxG1N4D5nmwev3OXz5nKHvoX3K9XTGg9f3UV855+MnJxzc22JyXnF46imKBRvriqMT2NgxnIwyKg+pjtjs2SBH0FlDxoasmjDLLWu7KToxlIVhkCRcmALrIB2kaGUZJo7dnTU++fCaOzsD9vYspsrY2oqI+hVitsNHPzzmwb0+774b8Wo84up4wTvvJGyk+3zwk2Our2GwBcWiIo1hPIa9W30WixnKZmxsbjKanpIL2B5Yhhru7A6YjkZMruH62nBrHzppwq39jBcnnsUE1nYHVA6mpWQ9SLe1WVHj7NNUeKHUXloKGu+gqkAohGyMFWQ9CFMiffi3qYJEahoHHNh6F7LSSLc66VlRhElGGfxFfdNQgzbLa4SelFKImk3TKA2GLLsgUCxrh57KUTRGyqZCeolWHiiRTuGkJUnCTEWcRPgav28gIGhMMxqp4VU9knAsq+JO+KzGUxQBJoqiCO+C9olUYGxo0hpf683gANUqBBZFAcITJwmI4JvajTo1M62GoHzQWmm8gJVWFKUJSZNWmLxxIlrCVtZKvC+RcUKWFTRsNZDEamka7a0jCCYus/8mSWuYLA1cFOwHlwKAq1O7TUyi1oRRtWJmcw4tASpaQll1xu1ClScReBeuV9ss17XMBCuDWiswm9Y6yD0LsWoW9TOf6+cdXw5xLrF0C4/jQCdTSjEYDOikoasfJwlpmhJHUXAuqvmnTencQDNtGeN9LUUU2CurTYsl1Uy0fNLlhVZtud44vzclj/aWsYnov/YQpWF7Z4gALq/nXF569vbCpjy5qljbTMhlge84fGz48LNXpB1Y6yfMxlfc2d1ka3PIoqwohWaWF4iepLPVRWlD4jLKbIyKE1ynQy7BUXF6OWN9I+bk9JBKSO4+GpLlBZ9+OkEvNpkew/OPLV9/Z4/r2YLRNWxsxFyNKnY3epQZPHk8RndTTFxhLIG9oCQn5xneVWxuE6zZhMdi0TIJfF0PRIo8t5gS5tcVZiF4+fwY6+Dl8xnRAGQKG3swzQsuLs7pdKE7gLUNWNv07O322BwmvHo6o1qA9glPX5yytT9kLsBHKRSCq2dzWMCtHbj7UGN1xCePFyAVDx88QCr47PGUtL/NKIe5Czh4wxdeheUa3nSSJC1UEKfJStBYDtE0GWLgJYOUMc56tIyCvkk9It6U5auQSvPc5WvUN7AMU6kWf+Ombt7bWst8nrFYLCjyiiwPaoLGwzwPAlrWBoGtZhTfGMN8njGbLZhNs/Z3Y1xrQt3cE6tc89UmWxRFLVc8jmOiWJGmcdBjUdBJU3ppgo4i4k6KiqMgOxzF9NIOcaID4UCEwZ9VU+fgUxqmvE1ZtXK6zfSqtZZFPVYvVE1OkDK4FflG7qNpFAYcvblPVxkgzT3f9BJWIZIsy7DG4J2jzAtcrfnUwCrN+VhtWDYT438Z1r2knd7kiTfPd76OIxJipYlloHsKsZTFXeWrex/UZhuBNWOX4oCr8w9f5PhSjP7jlyepqqrgrSchQrbccyBwU6kzB2NxQuKdQ6qlHKqUMogVqQCvLMqwo0vj265/aHrKwKZpTnSd0cdxjHAWoRpdiLaKJHIVY93h3e//DeLx/8nR5AiA02lBDFzP4WCny8nxgq7v8MM/+Qgfwd2DmP2DDZ49H+GFZmd7lzwviTdvsaa7lMU1XkYMNg4g6WLEiKvrKevrgtI5rouctb0dLo7OmWYwuSpr9oohcws2t/ts7EWcvZhRBb0yLhan7B1sIgYjumtd7POSWWbY2u4Q90pOTy+ZzUC4iOurGVpBLCVJJyayOdejgvWBpigcl6c59x70SGN48vya3W2JyRyd7hpHn47p9aH/YJfPnp3RnYw4vYKhhvUE1vcSxMTgUyiB3FYUtqK/vhnG4j1YKxh2ezz+ZML2drAWG5/P2HlzB53OyO2CSWHI5rCd9sgzxdHzV+zubjPpXHC9GLFx511KnQK1W00NpTnnWj/asEGDQlHJAGVoAlYsajNjbwNVEWo97UVJmnZwaNwiiEOV1uHq4O2co6wqrPVUxlCZoK2iZVTT4ELj0dQ64E2gaIIKNBxtDZR4JwBBLMM4fyQg6feWTVAJROAqMKbZMGA+K4KgVBTVME6DVTd4OPy0xlPYFKq2anCmqoNiETJGpdDWksQxIpIgBVVRIrykm8ZESrdT3FmWhe+mFMY4lIgwPozmG+dwdTPVYrHOYmsmSCwUUkukCIY2lVoO51hr6XS6gX8vQ4WQZ0WLMYNEEq5ZZUtsXW00G+QqZFEURZBwqINmwxDy3rdTm801h7o6r2cDAm26hllcPeXZBHeov7Opm7olwTzchPkpHx7lnSPWEaad8hU3sm9VN+MbYbdIqrZS+UWOL0VAF8LjvaW0liQKk3DB4Tyqy9iQXVRNtxiHFaEr7gUrdlWiLW2r0lF6i6vHfq01QSfBuuANKAJtKok0AomuF5TwkEiNqMV7GooaBD2GtDA8zyuyyyOGWQhSAugDG2s9ultD/s1/7xs8fu9Tbu1sMSumGOeJep47r63z8tk16VqHzw/P+NpfX2NiZ8Rxl1LGvDp5xd7+IwbbO0ib47oxqXScnR2TRAJRweYaPD2Fg7spT19c8/VvrpPbOSeTik/n8NWDPY4/P0XEkJkrLq7h7NyytxejxICTVxd0UuhqxSfPLamteP1tTaYNl9eO4W7CeJRz+1bKfFYhLex1u7z4+JL1bdjbHWKLBcrGfPLhmDQOGOFkfkUBmF7CVlRw8RzUBWTM2diEfiQ4ufboJKXyBpeP8U7QX0+pSpjMSoSAOE55+eyKR28MODo54823bjOeLkgUSBVzfLXg2annegbf2shJewmjecG9+7/EwobFH9UmvwBChR8Vg4okWkvy0qGROB9uIoxF1vRDpAhwRp3B6VgFy0MfSnywlOUiTDK6ZkAlQF221o/RPgFtcN4RRWEuwjvfqiUKFJVfZqkBrsiCJIX0eOsxApSS9P4f6t4sxrYsze/6rWFPZ4jhRtwbd8w5s7qruqurWw0lultqbGNLGKQGHiwhWaJRSy0kkBgkaDM8IVnyAw8gHhB+w0It4MWyHwAbbBkkW7hxDzVX3srKzJt3jBvTiTPuvdfEw9pr7x1Z5e4s4YfqI4XiRtyIE+fsvda3vu///f//r4wN16Cj8jllbA0NynfCKeEifNhh43FgR0xGsqzzSm/9DRZOSp4GCbtABoU1FoFCZwHhLPuH+wMDTUKVRRgrDpYhzup0nqJzN/UK6EzOsizDEy0Ndrs41rEx7kZ1ErJAZiNzTQuBnMSqyRjDbDZDB4HrKIlKajId9/96u0VlklJqRK4x1iK8x7ddQ9M5jE8HXAta0bRttBZwdD7jEqTDhUHsFcU9jqECEFiGGBC6qidx1qWUeCeQomM7iQzTUTWllH2ABghm8ANK30+Hl+xwFun9jerOB4uSf8r80FOZo1VkExRFlArH8q/sZcre267rXeNtx6HtsqlUMo1PvR5bC4OFQCqr41kmkTIN85V9WZ4+p3K0P+V9pAHq+THq1oxMw1zD7UP4+Z99QFtv+OjxS/7wj77FP/iHF0xmJ3z7Oy1Qslhu+fC7C2ZVEalzJUjb4psNkzxCSHfvn+Bli8ks+Z1DXr06J9Q1ufdMZMYnp1AdzXnrqxJT1UgNL04XfPixwaqch/cyXr485e4DyDLB1QKsg3/8+yu+872WH3x4TpFNuH/nAft7Ew73IFOwOJNIrygy2F7vmGhYnNXkCrYbIN8yvwXHtzPms4KLc8v5Rc1b753ABNS+Yisst+5nNLLBS5A6bhxbw9H+HUo5Q1vYbmp0qPCmoCgzrs92PPnhiu3K8ItfucvBpOSD96YYt+L4tuTFyxdoOaNtYkCe7im2O7j7IOfZizVeNJy88Tar3RbUwFgY3/90b9Om1TpiwgHXs6HSzyulEDLELDuTUfEpA0JFKrO1QxMMBgZCWi+Q6Gqi/wgdRFhVVQ99JHuCNGFo2za0xrBpanam7ZkuqQpIMOBkMhmUm0oxmZZ98pOmKikdRTjAELQ7GX7yekn+5AkCSUyNMfNjNpsNTLLkZUKsdNIHUsS5oMFHkZYcrAHyXPfvOQX4MRTKCE5I0FCGpNI5+5MZs6KiqEpUJqmmE8ppSTUpEUJQVnlvAzCedJTen1IKXILGorw/ecGnDH5MZR3fyzHcEl/mEFfGfPHh/yMklHQIYybPmHY9dmSMlm/Dx5ifHq/JeBTinzYMHeKMPUI/qFUqujFfHV1RphPTYZq2o0W1P0I9GsMnYwpSurh9I8PHvyVCV4rH8eAxm8u6zK2jINFNXN9hwAtWdeCDv/AX2WawN4f5rYJPXj9HFfCVn3sAmeSXf+UOL84vebmAvYOHfPu7LdOZoCd7qOoAACAASURBVDWC7z5+ybqBWVmwvHjO1eIclU+4evIZ9vVzRL1CCTg62kNaT7t2qOB5dDhhcx7YXoHZOo7uQMgKNgaevWzZLgyP3pxweGdCbQRNC9kk560vwf5xhizh9eWWz148J8gVb78Pt07g4iranM72gRCd6KoS7t89QgR48RLefvsetlY06x06ABpWxrD38IjsaEJxXPHq0jDdn3F0VFFvoDWaSZnz2cevOXu+ot7ArILNesXFxZb7bxyR6ZK3Hh0zLeHx916xvLwiFxVFWTGZHXG9gHVtcUFTVjPKWcG7H+x3rxlULmnzW+j5HrZX84mRUGbAjD9v5TD2QEmY++ex1bSWkvJPhmjLmzxNxu6e6blT9paSiZTJpQbkWDySfEOKoujGAkWDs8S4GPPWE6Uv4e7JNjfPcyaTkrKcUJbx30UZ+dPx9WlA9IZgfVI0oimmv5GayUVRgJSx+duNoxPdewhCRCi0C9JjuDORGFKzNmlChsQqMVQ63/SOXZbuT54ptBJkWqJknOaU55o87w4KnTGbVJRZPDDG1zz1vELXpMyyjEyqPoD/OBx8vBbGgqH0O6n3NqZ+ji0RQgjoPPZknI8NcRgO0rEeIT1PXG+qp1BHOEciRGeZIGSneehmmLZ/yuxzk0uaVIIs0XykxDnbd9ATEyAtwGh1qqISrLsBYy+GdOG8T2q4kYgIRVHqCLfIQJkrrIqSZaUUHo9IXWnv+8ZNEwIHIfJyXxycsNJwcDDns7MVb7w7xdQbLrenLKxF2SWrBr76Nc23v/cxRQHXm8DBoWIyy7l1r+KHP/yEySTHB6jmRyyeP0H6LbudIJ8dE7yP4qYKQqZYt2uEAeOhyCSz45LrdYHSnv2Z4VaRs9tsyTLFYbnP979xxTtfnXHn0Zrrs5aD/Yqr8x17R4dcLq5oG1is4eF7B7hyTeYL8gxmB4ZPPmr5P//v13z57T20XvKtb71ES0VjavIcmEhWtqESEQ642uw4PKhYvaqZ54qDWcbVlWFSw8O7U+pmw3vv7bM63yFMy/7ejMffO+fFM0MINW++kzOftZ3/iqVRhtPLM7YB5nlgsbB8//E5d+8XGNeSlzCdQW08h8fvUOsZ3uyAIaPx3qPFTUfOOORiWHohuH6mqFKqWzvdWd7J8osiY9vUCCnQIkMQrXybxvTBuq4NIdBloQKpMuqmY70ED7QolfWb2rnOIMpF2X+mFLbtmDmt63zcW6bdeDvnHHI0cT6+ztBVlImvXBCHZ1hCcFRVrDy01lhzc2hGIhOUZdkfWlpIsqyDrXKFHAXpPkuNDEicCNEtUXTqTZ8gnchdt9aiM9X5z0Pbxr08qYZqSAgRRSBuOEAjy01EH3KiElRphbEOoQSlyGgt5LKDWUpJJuknNAGRRKGzaDVAHIbtXTw8gxc3cPNxcxXoXRnT99LXYzvccfbunKNpd4DG+YAPBuEHmf+PZt5dJSg7K980PGdE2BiEZ75TMH/xUPrTEdCDoNCxiRkVPoHQQTAxy47yW7whk4rWukhrFAKlNQiP8wbnRefFnOF9UgF6nAsxQIfI2phOS3SXVSmpQWoKJbqF7ztf5ugz3dQ1eeezXMkSUcZMYGsUv/6bf5kP/8b/SAjw6dmGd+6Amu3z9LMLjo/g4X3B4+9bQmN557377M8yvvv4CV/+hfe4uDzj8mzHW+9BXq7Y7UqmB8e8eHLOrYOAW2+QAYJXmC20mUOVsKthdghOCRpbY65rvvTWEcvNJbtGsd1IVFURVMvRIVxeLjClZ/8k4/TpjqPjiqdPNlgDP/sLE6zZ8tmzBdVhiVttuHv/GLtxHB0esVlecHq55ORuzrZpITgqVXJwy/D8XHJyd8bzq1NYwPYKar+jqiQX55awg7192DuYc73Z4oGPP7xGFjBDId5es23AWdmZYEkyq6nm+/iZ4cVnlrsnU0S2Iy+jMOz2SUBqzdZseP8rd1m+esVGFOwVx7T1NarzqNaVRvqh+NQIlJfk3eAULx0iG1w9URLhQ2frKrEuzrWUUqOIAxFylXe4rL3R4IzNzcBkMhtEQiFAZyvhjEVmGc4rAjEIRvZJYlLFhq1QDlnEhpvMJNL6ON1IeITOyascIZKHSNPT6pL1QMyMo8Q+snyikVf8WyCVQYUYuBPENJlExazuDgwXBKrLpgGkyCMN0MdsVWuN865r6EX4JTWTUyYak6o4XSwATgYsHl1lCCspsynRXEyT6Qot4qHorCB4SRMajDMoHFIJchHtEAqdIYSiDbvodRMCZRVtFFSI/TQIeAUTWdygPgo3wB5SSiQFTtQIGQheoUSIwzJEnCuVKo4kFtJCYrr7jRBIP1gzeByKiNMrIYjTjizRzG3whMnz4gZ0VqgIxVlr8SHOa/DG9msyhIDxDhHkn0KWi6DHFhMdyxkbFXlaYYxFdB3ndtQw6DvanQ1na+tuYSdhxUCH1F2ztKqqiH9lCudiWdO2BmFAa39Dnh0xtuHE1AiqLEcKSSj3OWNH8bW3eQPFq1cfcXkBd95s+OVfLnh13bDwga/92oRXH29ZXp9zcSXJKzhbvcSQ8fCtKbtmQxbg/OKUN+7dYW+zREvN8mrL9CDnfNHJ75sd81mGEhpZOj57qbhzN3BxbVHVmtvHx/zwyRm3DgqanePFpzv25hmvVoZ79xXt1vDG2yXXFzVelcggCH5OfrTl/XsFn53WbFfw8cfnPHqj4vmrC2QGiy3cEoJH7x5x+nLJ6auaXQMqn/ODb5/yzi/O2O4s577mnTeOkfqckCvWK4dUiqfPV+x28PAk5/CgxHrB7vKaMp8hC8lZu2Qyhelhxc5fsZHXqKA4ujPhcmG4uvCsL7cIKchnksvNBhNyHj9+RQXkbz6gDQVSZD2/PPU9UqAJMsQhDiKKYaQYGA7ed8ZQ3YBk4X2cOTliF4SUIXVrUGvwfrBohR+lrikx+KzsdlEkBLERN5lMugAZS+4QoiJVCEHonsPZQF5opIweLDC8poSfx0w8jGiag6d23AdRIh+D/zD6LuHZKRvPdXytxg2e3rGa1d3vdA2+kb/7uIlYliVN01CWZa/iFF3GrQMoqanKnErnNNb0AT141d+LtokVjxChYyX5SBXt5rFmurM7CJ3pWHed8rLEuUBjNvFgloq27ebIZro/eMfwWp/JdxVHcDez9ATV9lRGPxgFIgSyMwtMa4jkoOiSg2OMKxEyCT31ctzfc0Q1OkJiTdsdqINleILqxn2GL/L4qcHQIRAHDQzWnQmHSsF1jFPC4KOR8K5xs6NpGna7XW/UP6ZCRUw04IKnbpv40VgaY6jbhm29wfo43ccFT+gu03Q6R4g4IONAOOpqin/0Dv/kWx+R78G9NwvyKqfdTaj2Jcdvz3ldb2EGb793m298p2Z2NMWILc9PF5xeblB6ynbnONjb53K9YH54RF5MaAzIsmR6OOH2vTnV/pzXC8PO7qiD4Xf/7o7XC4vxgBR89PEZrgElc7ysee9n76MnHqWgIHAwm1C3lqA0p9c7np8FtnVAm5L1RUNJxiyrOL4raIVnGyBMQO7B9M4tLpsLXi0NooT9e5pXmwVIOL9Y43zNbB/yas3t44ytcVwAT8+iGnT/LsxP9nn88ZKnT69RWrG8gufPNlGw4qG2BidgWRu2pmG5lnz0g5aqmKNUwdGD2+yd3GLlYBda7j+A6hDu//yvYUKOaw3B/qh3dcqix+smDUs2Jg45dm3MrLMO/82FQodoKZHKaylhMpkwmZYRN9ai38xSysixtg5nYjKS1ueYUZKwV+89QjryQiKVx7r6xppPCsJIYZR9kITBJyYGqYI0fd65YcB6Xdf9yLqY1MQZogk+SXi+lJLpdNrj3FUV4RulRDc4eYBv4jWQNwL54EAo+kohjnPTZHkUchW5JtOSssgocs10Ou1hnnRv4v2SFIUiUwIRXMyURTQLg4BUdM3ePNIIg0Si+uHVWuckjn5iyfSD5l2LsQ1KC6SCXEd/+Pm0osqLPoseAnm8r3Hi2WARkGCqH0e6iOZ/kLxy0iP9fLI4GF6biV7ozmJ9NO8KIeC8j/CRc8Nc0Z+gKfpTkaFHe+PBrwWit7ExcWafc548H8yPIC6uvtGQ5b2hUnChY43GG1QURX8jYJgis60HHM81JjqvWYFU0axJdBS0ph1EDK0xzMuy21CC2s85fvcXad75x+ipwEvL2q05O2s5ODhC3ppS7kmqPcerj57zl3/zS3zzG59x/+4+59cLXryGs9MNtx8p7ldTQmi4uGoQzqNy8E5xebGkqjJqYyj2QboJUu/47X99wvVmS5bB9bbm+P6EV59tKSY555vA1fYclzsOj+MEl1enWy6vo9R+5+HNtw74+NPXzKQgr/awdY1ih8tgYxp2Go4f7XP26TW//92XvP8leKA09S5jY2uO78LVOUxm++Sl5iRzlDODRWKU4f5bE1q35fBeRWsNj5+ccftOyeWihdKxbi2vFw7h4MHDks26RedQ6IxXzw0vnq3Zm0j2pwU+92zNNS/PGl49h8M7kEnYFIe89I8oSVj14DY4bnIK5REKPF2W5OLGT0MmAg4tI7SitIpUvNCpEWVieHRDi0VkvminKcphTcEg9knlegoEeZ6za+oeLgEoyoy6bnuueAjRr8Un9kQIhNB02fmWupZMp6HvKaWAOs7ovANronTdtNHfJVrjdph5sDeGNGSdyZcSA76e9kcIAamiXzleoFTG2M0x4cspiZJSdq+1azh2h5dxDp1prHOoIifYyAFvmobgFa2peyGQ864jQXSHcDf6L3iBaaMLZfAeKTXexuArQxxgLX1AB4WzDXU3LlArTW1akilZUUTISuqob4lYugPymxl5GGxAhBCdtfDAlHM2WhT44GLskjELlzIRMzp/eTeOV3Etbjab/h6GYGk6d1etNY2NCaTpMn4hu8P/J4ilPxUBHSBTsYvtraX1LjZbQkC6WMK0jUSpkhB2lNOyt6UkBJyNNzDLYoMFZ8m1xiuJCtGhLrEXUjYydPYDUkhMvUOLCtNGRV5gG/mlUpPnMbOLWUBcsK0CZxwLVzF558t85+//Hnf24ZceHDC53fKdP7zgA73j5OEBxl4hb8PF6jkf/XDH/PaM2w/AtxOurwW/94cbviZX3Dna8sknjtv7irt37nJ5/QpdKeS8IuwctHCx3FJNJXluuX94i7Bn8GbNtg3M7iiC3XByN6OYCdoGNkZyfREIquDgaJ/17jVZBavVCtHA/GTG69dLPvwEfunnZ7STNdMyZ2ZbVm7NfE+QV3Hy0dWZZbG1tFvIClAT+O53r8nygqlsmL1/wLZYoCqY7W2ZzW/x5Pklx3fmfPzZiiNZU2Zw3sBs2zKvIk/aeAt5TrWfE7zhYO+QZr4gn3teLc85vCU5W3juPHiT18snKAvTScHZ/Ne4pzJ2YVBtwkA/y4tUcmfk3aADgiZIhw+RApspHYccewhKIX2EWNIs2kDHOyYG+phlg9cKSZSbm7aOtL1ubQXncN0mTUEy11lfHaYMPGV9zrnYDCRisEIIrLO9za33JVVVsVwu4pi3suyx+3H2F3DoLK7VqCqN8EJZaqSMgp/IPBFEI7EOFw9gugaclLI3HyMoso5lluxuU3aeKoogogWxM/bG4ZKqoqzb36rLxJ2Pk4gUAo/FdZVSrBg0SNCj/emBILrGolQYGw/KXbPrs/wgoklX6k+E1kfWmvMURUYIuoc7lFKETmTovENKQZaFGxOZfNek1TrveiwgEjsOcNrhbQChCB6ca7vkMI3JNB19cZxdD0llqhxSLAkhYBPDyjlkGCwBhBD9nNUv8vipCOghQGu7BSMGp7y2HcZISSEJwfZd51R2jm9ECHFEVWx8CZzzeDzSR7FQKjPH3NBxOTWeVBJP3yTPjRc00aIQnmAduc7xWcGtL/0q5uxjbpeXmEpyePshX5anOBl4fb7i8M4hfmI4e73h8Ha0Z97VcPZ8iwD2pvDsyQq3gflUs6stT5+/4vjBjPOzNav1mtp4KGF2knN+3nJr31PXhm9/c8XRbcmnZzu+9sEUt/BYETj9dsPeITx4MGGz27BXnvD4o1fMqoxSCfariu31ddwsAh7dhev1mtlUcnnaUmSa3c6ytHAyF1ysAkZqmo1FdsKMSoCsYGs8738w4eMfLHjv6xMevGtQWca6WeMFtKHh6796l+/8w1fcubWPKGpW64bMQis8FZ6tcbh1dM1cLnd4m2Fdy+HxITvjObwzwSJoGvjal+9wvZtzfPcDLtdLqukEoG/2pcCaaHNxM0cam3cCZwe/dEEsm01relbBGNYQIvRTfmJQkf3fAEmWeapqSmvWQMzs7Ig+C4wysoEDneCRpBgNomvYqaESTcyKlNlneRxGHJev7APG8FpF34hL+o20xgGqqvoRjnVfxXTwhjGGKvUgRj+TXkfqS6V9klgv3ne+NaNDauxqmPbX2EojebNXVdX7xGfdNKSk6B7YH6LrOUz734uHisFL0VcLynUuqnmcj6BySabL/jXFAzmw27XILkaY7jBK16V36RwNDEkxom1b6HQKzsaRgeln+Nz1GjNXxtBJDODd1Q2DtcA4Lo2f6yd5/FRg6IE4UdwzMqrhc37U3QVNApHEGy06j5fEQ4XOT7g34vf9iT9+njFHOOGWaZMNw1ljOaw6r+yyjI59UURSIL0jK6Zc6ds8/KVfZ+0qrs6WLBc7fG7QVc7VcsvvfeMFCxN4uQncejTjn/zRGUpo3v/SjLfe2ef4Njy8r3l9Bnu3JqgJ5PtgVcNmB3XjObg1Y5oLmnXL/hwUgUJveOMNyEvJg4dzFu0Grz1K5/zM+/vMqhmfPVmzrQPPPn2FbDLcJufiWcv22jHbm9Naw/HJLVQOR7cPmc1zju9AXlqKEvZKOJwG7BK0gaO9jN0a3A7qJYQGCqVxzY4v/8wJuoY9OWUqC7YXLZN5wZPPWj7+9IKsguen17Rtwwc/84hGQp3B/oMSPSv45JnjcuX45EnNyVv7XDdwWRuMvs3Hz854/uI1ZQEX1zXn4W12bYUssh6fHgeatI6SCCfBAelnbnCKiZ7jbRO9UVbLHZt1w3K5ZrutO3pi6NdDCLFyiwEu4rllWfYbMx0I48RjwL1j4Gmapuerj3HW9PVYpJTWZl3XffBIWV6CFGOTM1qullWcAaAFlFl0H8xkZKYkbDhm4/Q4cRqmkbLvG5qN0XtIASb9jE1JlxkonJ/vGyT+PERKMiKaaBVlRq6jjYASgSJTvSsqDMSHxOCJbpHD56LIKKoorFK5QmtJVkR+utaK2axib2/GZFL2fHalbrJy4vuLTpSpekkxJP2Mc6a/Rum6RXaK7RvN46CfrtMYa0+P8TVN7zEmkIHPh+5xlv5FHz8VAR0G/NETbmxIGE6p1CCtqopEv0qihbSh+saXjxQxrRR2ZFPZC0VGN2Este2Nf4LsL+jYZzoqDwXonCLXmN2WoHLc/BHlwSMaq/joowv0pGIyn/HW2w/REgQZ998+RFeK9780Y7W2rLYbVtsVe3sx83/ngwN0lXP30REXS1jXhnwKsoDVdo21gclkwnpFLE+V58Ebt7DecnQQeOPNPRCWq+stT19d0zaO1kRnQ4mkzCuc8eyWIGVGYwLGG5arFZsdnF1ccb2qqaY5RVURBBwd5lT5HBwsrix5VtIhXX1G7JzjchGQWvHq6ZbH313w/e9csTedUDeGw6MZrXHMZiUn96fM9mdcLS4JAu6/XaDKDJEr3nh3QjnNufcAjGi49+aMl2dr/t7f/4jl0nL2esvxwRGNLzl8+AGeH21SpbWUAmqe5zeyn88LgKSU/TDgdKBvt1vW6zXWRM/t3S42zndNza6pY8O8aYjyet834NLzjhkvKSCnwJY2/JAFDussrb00C3W86UOHFbeNZbupkR3tMWHeUsqor+iNtga76KSWTWt5rIhMh8/nrVrHvjPpfYwPw/RhjMF3robJF2ksqImmY5v+AE0qzrECNc/z/nN6rYPb4uh1ypGitEvolIqDp7MsIyuL6DyZ59HILx8O2Rse6YVGqoh9p3kJ6fmGamVYU+N79Hk1aYJxf1xG/vn7l54vhESyBOscomPbpIccMYnGB+sXefyUQC4DrkhXZqY3FLE40Co6/iUu7JjKky5mWZbYJm5K2Rl5CTuIhNKiGg947XHPUSMkLVzv0wLsSlcZkLITn5T75M6gVKANjlfF2xw++Dmuvv8ctW8I6ojNdoNptzy4XyBEicsE5X7Bbr2iqjKut4ajwxnf+faK996b8OEPFrz7/gHf/P6Ct9+pqK1nuW2YTCRZpnm9atkrLfOTOadXKybHiokQzO/BrFyzuIwZ82xvzuJ6hVvVXJzDZA9U8MCSaVly55bk6uKKWw8yrA8c7s9A7mhsQ1bMeHm6YlVXvL6A+azl6VnLy0/gZ75UsF02eGBhobIN+3sT1GTOycmCdbOj3FPUa4cN8M3HW47vg7Vr9o8K1K7l4twzPyi5WtYYwGvJst7SbhwHMx2H6Gbw+mrJR8/Bqz3uv9nw4O4e7779iMtX1zzdKG6dvEm73OFb1SsDE2TmfRwukRd6RIdNjUvR+XF3Y+lsZFbFe21iv6Y13ebesdn4mO12VV56ftltNmv8IJvvPK61ih76qczvm4yjTD19pCw9JSjB+T7oJcvX9DdDiAPOE08akfeBL4SAVroTx3V/TwwKWCFE5N9LBtomHkRAqjSRyfawzxgiSodjeozpmnT7Rcv4mmp7c5iHHDFBIhtlGKatVDqQPUrJjmmU939DCYkV8f91ppAStM6wdvBFFx3lWeIIoRs2Yh3Ox+sQTa98/34DEadO4/iUUig5NHcTHOK734+xRfYxRkqJceBcbG5nueqrrfH9Fp8LyuMGtlIqGpS5IY75TswmEHFAdLhJofyij5+KgA5RiIFVyCJiX+lNZFkM6EIEijw2LKQM3aILkKhlHZaXJor3JvXddJUUsNPpbq0nryaorPNf8BKZaSRxwK1rLc4a4sT30SJLm8lu2Yo4+ipYS6XAlO/QTt/n02/8Ae8/LKjdmtZ4qknB9WrJbO8uW9FwcFzyncdXHN2G7c5ydBQFcz/75fs8efqCwwPYNZZ8mnP8QBLchEzPKMwLLs9bZNZSFhPOXm0py2uUkCwdiBL0cUFYW6oKcnLOX3t8baKJmITJDGZ39rlaXHO1MFyeQvlWw7apmexNWW5WeKHI8orZ3LDZepzYR2VXlH7O8+U5d09KLl7XHB6VLK63HO1B3Sq0Niyvo4WAmu7RyC1NK5jvTTGbDQeTA9SJ4/n5NYe34PZtxbpxbHeOw8OSum1wdeD47j7/6A+uWe5gu13y6G2Y7p3w8dNXrJeGD/6l32JbHXLL1pzrGbkzN7KqtrXdmogUNKGyyGLxcYBFHgRGCFpr8a1ByYKm3kE3AzLPYwAyLj7PzljCbtfDetZaQuexkVgriXKm8yEpkF3wss6iRGRvQAxARaYQKsP7gM5znDFxor0fBDEp2x9b36bA3jQNWSnjgAjZVbKkDNp3swUM3rUIHRkTmuFQCiKuB9eN1RNolIgmZGmd87ksky57TawYQgCdRVGPjKpspVRkuAQwxmIFnX2Aog5xgpHspkKJIJByqJiV0tiuVxEEXV+BGFBTA9J7ggdvLN45vIj9nMQuidatHqXj68G7OIWqa35LpfEu9kKKLiOfdT71u90u2gB7h2slQXZQVEwNO15+1CAUmaAxLaazShgLmWLyGAkXMasf1Lb9tRzj7AR0EJ3dSMzchUgVXEBIogvgF3j8VAR0QeedrNNggqzHEZNXRPraYCBoCAJrA3Ei+tDsHDdkpJQ9l3hc5sWTMZow5ZnGmEBVTok+Ex4fJKiA/xz+1zaWEHb9Io+HQ8Tl3K6m0UccvP9nub+94lvfecaf+fVf5rOnj1nUC/LDeeQK5xqbt3zl3SNeri7wWcBIeH2+5fnLLdN9aCUcVJbVwmA8zGfQrtZoIamqgsWq4WK1JZtCtTcBFTCu4dbenNMnl7z+NPDw/hyt99m1z9g/EXz6WeDh3Zyrq4bWtlRTzfW65ei+4mq3ZbmB+UnBft7y4tRQTgWZCswnGieX7D2oWFw3XK9BuoZ1gPq8RgDPnm0pcqj2YHYE5eEBf/C9BXoC2yXYsKG+NoTJhnrVcO8N2FoI3lFMDzl9fk5RGrIQ2C9Lfvj8mqByju/NqdsLilxRTVq++fgFX//Vf5O1nLPdLKmkZD7NyclvVGxJ8t42NvpgqDqynrqMvJfgd46EbbPrs6kkkhlDMy4ERJCYxtLWAx0xwTTRFXTA78fNdyEiR9vbJDiRzPemTEpNYyJ0I5Ri0zR9gzCt0bTOxs3T5NnfNA16BUXhIeuyvUx/LlOMlN8yS8Zkg7glvr+hPwU3pelCRA+Xpmn69zOm9fXNOh/Iioj3p0pJSImzFp1n7JomZs0BXN0iVDcbVUqcMeRl0e+vcRM4vY+uA9xX11muMY3BWkdTG5TuPGqyEu9tF0gj9zzCsHFKUSJPJBHjkDBmPf6fqnVrIwHCG0vTxOZpUeTddfOEMLh55l0FlO5Tgm3jdR67Ng6jB/vrS5QkyQBSfm6urNAEHImh90UfXyigCyE+BVbEIVc2hPDLQohbwP8MvAV8CvylEMKViKvwvwH+IrAFfjOE8Ad/7PNLGelJErTKAEHoTGriQqPDQgVVVcWSzwEMOF9/Q+SQhUgpoyWuGJRtELHfaKYfn7fUmixTeC+7Uk7hgwVSVzwp/hraVkR6mMoJJJ67YF5Kgiy4spr3/oV/le/9X3+Lj0935JO7XF5dUGaO88cvObifkcmMzemW2e0pi92G+VHBR99ueOOtI84vLyjKOGDC+YbZ4ZSmtRjbYBwYB1kV7Xq9Fdhti9IQrGMtDVmVcXjSYoLh7GqBBdZ14N0vTXjxZBsbYyJwvW4pKwhE64SsCqxrh7aGBw8OOH215WCe76rBgAAAIABJREFU881v7fj6r8xZnDasNoZJPmGz2zItBHUbBR+35hWvrna8+eiEK3PB+asFB8eRyfPWO7eol5dkM1isGiYZkCkOD0qudlt21+c8fJThW8O6gca0fPIU2uCx6wvuPgSk55vffkybTQh336WQEzLvkHoSm2F5dqPPUZZlHGzgAk1TI7TAqsiK0ErhQ5wEL0LACQbuN0PwjFlwHTd88JHn3DMrIs3Queg74oK/cQAYY3r4Ln0UWTS8Kqu8w3Oj6EvKOFg59YBSwBzzzBP0ODb8UkphPQhncUQHyTEfPr6WpMAOXcCQN4JGyiDjax67B3bzLr2/cQCE7hAb9wAKEWeF2o4CLFTk84cR1JCCcpXlmO5aJSn9rqtweo1Jd2ANhAU3eMErhfM13ofO27zBOouzAd9xz+PvNN3hs+0qi0iOyMqiu3aiD64hBFwIqCyLrJ7uPSul0AG8z7qkbhjoLQPR9KuLLa0dmt/jftyYoTIOyiFE35xAwIRopTBOEtO9o1Mv57mG5R8XQYfHT5Kh/5kQwvno678C/L0Qwl8TQvyV7uvfAf5l4P3u4+vAf9d9/mMeMVA7H209w6jBEG9kUv2lJqnHYqnyWCp5F/rxXgmzS49MZzc2SOqgx+w8coaLLMOFFoREKYlzEbu0Ksluk8FQS5bFzGG9WwP0JbHfCXQOmZrwbKF4+PNf5+z1D7m9PyGIkuena2YliKXBzyRHd+Y8/njFmz9f4VrBe+8fcHlxxYN7B5wvFuRZgzGBXdixv79Ps65RxZTQtmzWhjyHjQloHNJ5WuPYLZbkQXByf59645BBUps4Ze35qy37h6C1omkEbSNYLg1l3rBewcGh5skPr3n3g5xnzxY4Bznw1Z/TPPvhilLPmM0yzs6v2D+Aug28/cEhH354xb73fPUr97nYnnLeOJyBw70cLQ1te0lwID3cOTpgU+84v2o40g5n4/Xergx7k4LLdcPV2uMlTKr4GtvrDDHPUKbkN//9/5yXPGBx/imZsPhyn7zSzLtgmB5FEbO+3a5ht6sJ0rMLXUWlNV4qMg/Bech1b9Q0bjImBokxJlrEIhEedFfWO+Fv9F5SwpAYU3GdhsG+V0c7aN0lDzgFGAQZbbtFhBjckzAJuBE8YWgOpiasyjQ+BAQRVkhj0QYnSEFepKYneDcEdO+jDYJgcINMASS9dhgCjLXJE35Y89Za5CiD9CEKdYQUyDAEt+4/Cb5T1naHXXpPKaNt2xYRkrrV9QEyZb3ee7I8io6MdWRZwWa9i1VLpXurXOcDIVhCiMlKAqib7Y4gRR+Yx39n/H7j3g+o3ppbURQ6UiTD8Hr66DWqXMbJ44Cnjyuhm43WNG5Ohj7MxK9FhKN0dpNm+ic9/v9ALr8B/Ivdv/8H4qzR3+m+/zdCvEL/jxDiQAhxL4Tw8p/2RLEHIChkhZeOxrYomSOF7gO6lIPUuKoK2lZhWo8UOSqP00XShumbQH5wPEs+59Z7hJJkHa6usgwHKKHwPuCDw3mB8xbnDQTZN9SsbREiHhY2eLSEuq7RUtIoRSE9tAERHFa/QTHxPL16yp2Tt+DiOa1raDWs1zUyb9g7gW3tuH37Nkt5idh5tqzJSggoWmNRyhGcp3FQySgZzkTJh9+roxhGGu49gIN5lND7KvC6XuLqwMnhLfYOZrw6XXPvDQg64+kLgwpw936BKKGQEqlznrysuXO3YGs8r19DpSUL4/nSV/a4OL3ko4/W5NOoMj0opwQM33t8RaUll7uGq09fMDkouHMn48mnNedNy8FBSR4CTGC9aDg937BcG95+r+DVRU1t4dZx9GxfXVvOzyHfk1QZPD83lBNwbYvdOn7jN/8d3PSYad3iZzPiJCAolCRIgRzRBGwYRsO5pCbWGqmiglJlAq9UxCndTQqbUgpnTAwANnKypQ8YHKYLtkpqMh9Iw5RFiFNrpZB4FZkm3g+yf+8DzhusHVhWTkjq1rDZRQZIsI6qKCM+LcB0s0RhcA+tqioeODION8d3WCwyDmYpBlOqmM3nnRGN6LDfmxYavrMLiAHIIhiy874PMM7QpewYTjGrlR100cNMIjpLhlHg0ilr7YbTiC5jl0RPcB/ie2m7oB6rn3hgBCBXOY3dgfM4b6mKaRykrAPKBoTUIALr7aZ/345AJkWU+hOH1Zie0x4nPMmuWRrx7Ju8/ICIVsbdoWHMDmNStRGPzyAFWugbytoIoPiuWvJ9LOoP0JEGIH2u8uhR3/PS03oUIvYaxMBK+iKPLxrQA/B3RTQ5+O9DCH8dOBkF6VfASffvB8DT0e8+6753I6ALIX4b+G2AqppEzIx4wbWODU2lYtMxZdcDNajj+hYSgkRnN5sS6QRM2c2Ye65Tt32EF2ZZRqDF2WiEHxiUh7rrusPgn+1clIgLBkGSVgX1LjJ18kxTG6izNyjunPAP/tHv8uZsg5/O2RWWRrVU8zm1X9K2ltPTU+aTKUdv5izXNbvaUm/jtPHCZ1xeLshzxXrZkkvwwvHVnzuk9Yba1BhjWV0BLZw7uPdQYH3gWx9ecnEJ8zkEB15aPvjSIeu65XqzIZ/m+MwhMse9TLNZNVw8hXsnORenLfO5ZrWpybN9dHnNuz/ziOXuNUpq6itHvQRvPdUUju7eZrG6xFw6bt+esGvg8rrh9MxxMINZlWFFxnTuWa8FTgmOjqbUyw1VmbOpPbUDLQUvLx15AQTJrvX81n/4HzM5+QU2JtDYBVVV0DR0WWgnzPFDhp68TMYe1D02KWVPdwvO38gExw1OrTXTosI0LTLLkALKPOsqQse0KGkaExkjoyzdesdkMsF01rmpBxN8nH7V1OsIg6hIl7TNABV47wnOYW1UsKbv31h3SvXipjgaNTks5jcyv7Rf0gQvISO0lKqOdFikTDsdZONrlYJ3wrUTEy1h7ek5xtAQDLYc8bDrRDWd46HzDpXgky6Db+2gMk06kKEyiZWQzuTAnJGDAGgsVEr73LYtelLGQ64seiVquoaJ9RRCbDiqTlPQB1wRKErd99TSCMOh4ojPNTb5SrEkVTM3DsJRUL8pWhsSCZkERp3bp3ChZyv9JI8vGtB/LYTwXAhxB/g/hBDfH/9nCCGINF78Cz66Q+GvA9w6PApFkRGMQUtNJlSE3UJ07BufbLEESxcv9CVJlg2Nsc/f5HyEsYogYpbQPRLG53zEyaKxV9tv9LS4YGja5Hkep7bje0ZAXBAdL9nFMjiojI2Dn/uV36B59V1c/SHnL1ccn5zw2csV+f6UidKsN9fUbgt5NFzaO5wgfWB9tcYh2O5AtY6ihPUKNAYr1whnyATMZgU/fNrw7sMZtd0imhxlHAd3pjR2h8oblhaUCby8umJ2K0MXU5q65fEPHe+8VXG9XfPozT3OL5Y4LSj3c7Zty8VzS/BQHMHTy5dcLS337xUstjXZVOHbgNGej56cgYbr13C0t6UqC4pin4ZLFmsoJopdu6OYKF5c1FRzOH+yZlqCKxwXW0e+n7FuDfm0oDUBVM5/8J/+J/jqNktDtFVVCnoOfBQEIYYGNgzDBcZc6nQPx/CFMQO8kQKItRZkzJI1ApHn5GWBMU33e5FdFVzMwHamhW4Tpya+EII2NKOGVui57iGEnm+dBidrrQkdTTHXGjlqiqYsL0ESscGYjKI6s6fWQbDReKrjdKffSU6AY5VnCjDjD+99xL1HsMqYRJCu0ZipkQLTaE+jumuhZcTWjWkxxpJ3MItJh4dzfXXkOv3J+B6me5dlGT5Y2jb6vIz3OHh0kUemS2fLYNO+7aAyr28Ot0iHTTyEHMILghzM1BKMFhu1kjwvsbbtD9b4e4P5V57ntNZ01U/br7ExOpDixvi+pP9LB0lwcfaCDx3LZXRNf5LHFwroIYTn3efXQoi/CfzzwGmCUoQQ94DX3Y8/Bx6Nfv1h971/+kOkwRNgvYm8WNOJIBhOuJTFJAxvmFiib5x6402cMMzIaugGEHXMBRg60y5E/wtrosnR4Lw2Mgwb4ZOOyPuVMnpfGCEJzqJyjQieQhV44iCDjb/N5P6f48k3Lnj20RJR1swOpmS5io5qWYVXAhEygo9T15fnl5TTrLMlVex2jtBWmHbH2RXsHwh2HdtzTzr2H8C2lGxqgd3UCCtZLRacnOyjqhYfCs6e1qgpXCwNx/sVzcZy/wSePVnjPXznWzW3H875/g9WPLp/zPXmHOsLDo8VodhycVly65bn7HRJU4NAc3T7iE+eveD4cMZ0WjHZ1hSlxAXL0xeXFEgmM8H5VY1SYIxi2Vj0dJ/t7hpRQrPyrHagCWQ51DQ0LRSTffz8GCmOQDV405KHHCtsR3eL3icRGgs3lKLpvorRfUuU0yDoA3DfAGTIRtvgUCicsWRFjuuUzH3pqySitRjnCSpO8Mm7ocOy8z6ZdvCI7Gh8TgwB2DlPlsUAWRSxUSeJ6zOESH9M3u3jXlIKKELKISCJxHGPOO9YsBPx+I79paLBVNofib0yPuzGmPXniQTDVv3xWWMvgBlBNul6psRozPAwHU0zGaL5rmr4PLwgZAAXOevp+ZxLh83QJO753N53NiHRwna73SJ1Fs3BlMJa08FPyfdnqEji1926QgPRxjhVRpAYMvTXq2kafNt0v/ejosVxhZOu3+cPyRuNakF/n8b35os+/sSALoSYAjKEsOr+/ReA/xL428C/Bfy17vPf6n7lbwP/nhDifyI2Q6//OPwc6K0y0QrtBdZGficCXDBoN3Bx+xMtRE+LoshvvPF0oTKlYxkuOk1WCJiu2WlsQ2BohIQQ8DZgTY11narPC7wDrYfnzvMo/Y8zW2OmWJY5Wkqsja5tSIH1PporSRlpUkKzaw133//zeP93EOYS30heXS5pmy13j6aY5Ya8mrBXTll5SzubcnG5iOIKY9G5wLQ7rITpAWRltEy9uDQsN5aDwz1ePF1S5RmFKsgl3LrrePyDa07uQjFzzA8q1usd83nGrlnT2sB6BcHnXC9apjPPYmNRGSyWVzgBV9cNKgNZgm3WrKygqcGHOHXl02cvePTwkF3bcHZxTjbPEK7iemm59vDoTsVquaM2MC1zjLPMDxR6YimzjItNYLu1TPOMLJdcN5aA5J/7tT/Ln/nz/xqtmVKbq26xe2oZUC4OHIj+iV2QCoG09rXQFEWFlHHUWjp4e09sFwckWB85wMFbEJE61jQtSuqeb07wZEExnUy7zE7QeIctFJkXZEQYRoZo5uW9J+CQuUB1EE1WVuTGsGugbltyHS1iiyoyt7wd7GmdcwgfDZwShXGwogDr6t7KwPshYw1YvNMoFUU6qRE6YMWjxl+HW9sRf3uIGwE6PnvyTBkH/HF/KjJIbgatxBTJVHScDD7SQ+mag1oOgkGfMtLgQQpynffPNc72vfcgU8IXNSjBR8GXqA0hU7QdHKSDIKjozLipYwatukPK+C5J8/FvqlzhOi98KeJ+b3ctKs/i2nIO61paE5DeUnZWu0K6yGu3kQVTthlWerRU1HQiMyQERwhRrDZOGsZJRLrnSb+guamGjff8ny1t8QT4m90L0MDvhhD+dyHE/wv8L0KI3wKeAH+p+/n/lUhZ/IhIW/y3/8S/EKKi0wdH8J66aQkBnN2itabFkQcffaplnBoyljCrwMBUCHHDtqFTngYRcflOwBAhlBDHRXW/kzK6xhoaZ2mDi5t+1LmGVJbHkq2cTCiyrFukqmvcJuqYReRlvHEd/dJjsWHG0Zf/FZrLD7l++X1QGmclV2tHls3xTY29XJPnJTJosvkBIXja9ZIWyPIMJyLOuQpryAvyQ4Vymsvtho3LuDgznJ8aDvfgzTfg3S/f5vWrMy5eG06OM/S05PR1jQgwLwXL88DFsmWS5dy/d4vl+oymLTi7arh1B/QMrjZwe1ZgfMD52ByT/XScmrPFFUVVocuCuvacLa/JiwoBvF7H6UhBKFarlmkBRwcHnF8vaQ1YBHmRY63n6qpBaPgv/upf5c7dh6x3nnUdJ9JIDQRB8I4gIvVQCNEp/yRCDplMlsUqxzlDlik6O+9e0Yf3iB5/lVg7ZIZCpkHibYfR0nmHRK+PuAZEJ4CJPj9RMTqoJ41pbkA7Ukqybii5lhm56oRCSkYRVIeFf34OpRuJVtLnsYw/WV4keKYoMhLFNla0oWdsyXwYkK57VscoMHMTL0/rfVwlpL2S/k8I0e+7Ht9WCheiMAgZVTJSJEhyqB4+b6qXqg8YsPAx7GnHjdY4YaS7fwKNJi803gaKiaa1g5thhE9sH9CVUgTvcHgymSGRfePWdqZtSQmbYJWEace9HMjyTpzUIQvT6ZRNvaOu6+71W5yPbo7eWxAe724qR1OllK7nuFpKsa1nD/l/hgE9hPAx8As/5vsXwJ/7Md8PwL/7hV8Bke60bWq8T5mBpa538SabnELmBKmiLNyD9AMW6JzDhDSCS8X8osNBx+WbCxalk+OawYfhxiWZtfc2sgtclN6OMcbuvaHUMBzY+yghVhIC3bgxKSiFphUBRZTjhS5jEVmOyG4xq2a8885X+aM/+jtIXnF+dUHQNWWmuHVYcHW+ZjbdI8ug3tRMy3l8fUpROxuhnCBpmzinsjYBoSuuNmsO9gsezjxVJvnktMFyTcihrGCxcVycN7w4hQ/embDcbTm4U/JiWZMXnj98/Irbd8CVkqICMwErBcoFztYt6yYHb1AyQ0vN9WrFbKq4WDvCbocGipmmzuDa7MhLWDSROmobi0JRt46XLxcIrWkaSyhz2nXLZFKgZhn/1X/937LYGJ6/ukLl0fVPCY0Sog+UPgo+kSpWaTHDGwJRmljUU8vUME+2x347Xnfsrwwy8DGFzXVNRIileZblsW/Tcb77JqXQ+DwN9k0+4XFtxUzaY7wjJ84aDSaqUS0BpUK0773xfAN2nhguQ7Y8NOHKMu8HSkD03BZSYk0y3PJ9JtzU7Q3b6JhN/+iMzPHX4wCbfJTGCU7KoseBqmmbOM9zFITSIRFCZMaYSDOJTdeREEuIKKiJMtzYxNUqx6tYqcdDI8KgueoOAB8oMx37Hs4TTDwg+3GAzhEZlwFjHbVrkSoO1HDG9Pcnz3OaehMPL8GN+JKcLskYHW4J2vW0XRxJ68YGF4Xv3keVaYiunuMgnt7zGCoax6vP89a/6OOnQikaQmCz2yK6C+ksfeAtconceoT1hCLHKEkW/I1MATqLUtudblrhiCey8V32IjVNE7Of3W5HIBvhqIEqy9m1jklWsGp2fRWQbuz4kTJDrTOiGkx2JbtEiVhCVzrDhK7pleU42yKFgdbhVMGlm/Czv/hv8OHv/29UU01rd1wttwTZIoNge3lNVsKkLDnf7gg43NIxmc5YrBt0VmLaNa1wrDeOapJHi4FlQ6ky2m2DdfDpk5aT4zxOBaobNhu4fTzh9KxBeMhzT1lCPpmzXV9xttAstob9OXEIRAjsTSq26x3Xm4ZJJZnkml3boivFxcbRAtJLqr0pi/UOK0paGYeUNNJgnUWKKMhaiwyEIziLAVRjkEoxOTzgP/qd/4yz9Y5MTcgyIETpvnMK52L23LZtbApqhWktQQ7GbWkt6EziQzRh0pnE1IMXftM0KCF6KEEIgRcBmenEn6XsBj/kRRwinprqaUanDw7EMK0eBJnqeilt9Pp23AxkxjmcjJCBkB3bRgqsvbmRxzBHCu55ng+DitVNk62BDQJC+u7/BM5G4UrKBtOA9W7Dddn1QKdLh8mYmZFeD9z0pYEhi04/Nwj86MVFPiVDIfQNV8XQNBRCILuM+PMZ6g03TDGYqUGsBnTXcHbWYEJAaQVCYswADaWDy7lh/8a9OzB8MqWRRXwNiRY6nhmb+i6i45JHhpvEdBOGojL15gEQ/5Cnw3aIowtvQsbpkB7f+7FSdtw8/VMX0J2PEupEb2qDxVlP3t3Y6CWvwBiq/4+9d421Lcvuu37zsR57n9d9Vd2q6mp3dbttq4khMrZw4jgBOdgWsiIrEIyQQLGJZCQSK3wjyjc+ER4BGSnYBCIUIsC0EkGCHYFRB0SMbEc4sUKSto3dr3o/7j33PPbea635GHwYc6619qly97UEoiyxS6V77rnn7Mdac445xn/8x/9v+6MLp2VbczRuG6NaTSG23ExDs3WkrIa3xraM+6EoxSnNbIgB51vG6cBm27Ev1Dfv27mcjxIh6HtprGXKQTOtKWBawdZBBGfJtZHiy/BCqw1OxeQFL5FhdLz2e36QFx44fuWX/2d+82u/yNVt5P55y8lJw7bd8uZbT7h/r2HbnbLjlifv3XJ7A80mMEzge4PYhnef3mqTuPHsBthdw+UtfNNLHe/vDTkZvvw23N/CWee4OSQ67xmuJ1xyHJ5dcnYP3nsWEeDZAfpNQ46B/XhQo1wyTw+Z62mvn9PoCLcA0RnevrlhyAC6GVWq1BOlCGABQkBiNRjW+/fff/7z/OZX36DZnMEQmOKERWE07xp2aa+8XlN4vXbEipbbRowaMhhLrlxn0R7K2cmpCl3ZheXQbcrhag1N2yJZg9BaJCsNKkFsELxrC81Q0WUxKE9Z1IRCR8UD2WZS0RISMTijJiwxqZuNb8AkHSFXI2GFF0OhLa4bZfWxpratabhdt0Ek4X07Q0L6HC2QZ2gh5cw0xRKUGmLURmitVCv9bh2o1xXpOtjXhmUNNlUR0nuvY/zl+966xU2o4uqrAJVEm5YV+hLK+H3B41uf50lwYxwhDExTtZkUwjjgGj/vM2Mc1kCcdM0FycrLNw5b/H9NjmAiXiw5WbqmHPzeq9er1Un1KNqTqWtBK0JDV5QrZ3ZKWggatcq3RZrYGR0+MwbEaSKSsycZUbclWaCtNfwSCjqRQ+G1A04spIjJv8sCuohwszsoRAE4q5ZSSbSp2VWucSlBxSwLT0vrRNcd63mkaOZOt3OW8TDOvxNCIGIQ54kU8aV07CJTMzCdHNWLPQwDfd/Pfo2WVWe/Cg9ZnQqcBzQkLu9b1IBgptNZIeP56nuRe6/8Pv6Ff+x7+auf/ys8eeMdTrfw2W8649k1kBNP5ZreO7w7JYRbxgxSMPN20xCz5/IyYozl9llmu204OWt588meMQh969mebLgeR/ZXI8Z03AwB23hyVnPdOEbowOSOKR2YbstAo94kBAc2FVqdZs9BShJiDFMuwa7+ShLEKBfZWx188rJoNv/Mf/NfM9xEbm8jLzx+hevrW3KyBa7QZ6psDIdwOByUn23V7YY6RScW548ZATXbUxrf2ihByK4r9LWk9yBpcMVAlow3DiHhrMqs3mV/1IBXsycRIcWMYSmhvUw01pKTARpCFrxXc2QNFssYfc551o9ZszZqBQmLVDEml4bpMkS03kdSKY1ijjBqfU4/Z+Y1aNwlE6z31Xqw6C78ONMgi1aKtVYnVSeFiAx6n+eDAp1+TFmIMZDM8eQkaLM2xqjVFo5pikBWKDTEuUppDKRBJRrCtEBAVdLX1oZmgVy8CfR9uX44jNN3pDFDoFAKU6oa7gFjoOsa+r6dk01tei8UR1iqgaoDIyL4smmccwxo5egyZCOMhelU2UDL9VmYfCJaQwTqxOjzq5x/PAI6Qkw7gkjh4faEFGkb9Q6kWTrt0zThyt/r0EQ9KUGbFspo6FAxIoMwcbsP8+K+vr4GVhrQuaVptKk5Y2pJL41zDiOLg8zhcChlcatZawiqF5PjrOoYyoEqpdyqNyqnsuHFkqJAulIsMXs6Gp4+S3zf9/8IfZf4uZ/7a/zqr73Dpz55wdPbK9q25fY6s7+5JUzg+4bLp4FuYwmj53Y3MI3gnDIG9ofEkHdsO0USxhB1gAMYh6kcijBmLYOrMp4VcERcYzDJMKVikUWZhMvMmVWJCBhrCqPoWEdaBGzjkSkgGRyWtnH89E//NNdXO95+55LGtcgwzpNydr1RcsGWRfU6LBpkclBsOFFEnJwjRb3XsGSWiwXcwipYGo41QBn6UvZXHZfOedX68dWs4Bjeq/SydXA31DK/QBfGgdRBH0NvW3Ium3yY5mBTg1T9zOsSu2aKlVuucM+xicKaLQF2/kwx5BKAKoVzabBa62aZgDU0sQ7udw+vNRRQg72Ieo4aqzCjrDL6+lggn6LiaLxWVb5MflvdGx6Dt46QigzAGBABTCr3S+9PNrqmvAGLwfYqIFYht8OwY9v1RxOxbd9hnBqdVJvPlKs8g2EchtKQjuWQPP4M1X+h7uMqJlavxVo4rfZvbAgaw5wnm0w2GVJSLaGcy8i/zHIK64PUGEOUrMbjKOz5vI+PRUDv+w2f/sznyFHH4N9/8i45C2ebLWRDkMjF2RkhTCrLmVYXzlr2+wNt25Ssa+TNN9/k5vaKl156kV/4hb+tQVgM9+7dI2eVAdjYDdvtls1mw8OHD9mcbPX7m22hhamJ73pRw8KIScmQrcFnT7ZJJ1Z7Ox809c8sdaRZdTvWp3C0rXLjRWhyJqMNx5sBfuCH/hXub4T/5C/8eR49POeNt67pG4gHhSrSFJmAEDLj/qDc+cYRc2JKAlZom5Z3xwlvQc3TTRma0QBtrIEsWCIZSOhnijlBEGzR7CzET2DBHxeWA0VPhPIT5SGianJTpAF+6Ae+n3/xj/3L7KeJd995ynZzDmIYp4mQk5biiDKUssoeN9VwwCpFEqM4dXZeq69sdLMU8+PaVF/fL2MMne+Osl4xgnNgTFFdzILHk2zVKjfzEEtmMfE9Er+S9ayCwiwiefW6m2IerAp9zjg0mVbFzHV2fjeYViPnNbYsogJeIY4li4W+r0yPRVccCsRTfANqw08x21TW5Vh6E8fGH3InuNS1Ops4l/dcbSABbJaZdoloU9bO7Bk1OJ4HhkTIplYQJdsvQlkViqjXQA+AiPNC11c9psRu1OasaxsQIaaRadrP17BpFsmPlMr7psFYOISkTdeYGEdNEgCMrwyjoqcvC00amDXkp2kipqWnUHHwGhNm2KwefIKafjja2DAqAAAgAElEQVSj+8043BTxxs1G0PWQXAfz+fobIAvTSov+Gz0+FgH95vqSn/n8X5r/XqEXQeh8xxgnOq8c0O12yweXqhFmMHznd3wnv/L3/o/55+vDLENyADQO3nvrav4Jo7EMV27MyfkLNM7z2c9+FpOFcVLRn8ePH3NzcwPA0w/e5/ZWR7dtmjg/u4ezLefn9/D3Wlx7ijGG/c0tbefpNh1QBJ9cg29VmlUHWxJto4yZcRyJJBpRalzcJ/IUSN09/vV/48/y0ksX/K2/9QX++s/+PNsGYlALOmvgcgLrWqYcdLIW1ZA2GfZ5wnuKhgjYVIKXh6l0/n3J1IWScYisLxvFurjMCihObIFG1Nh2ArpyYBgHbQPjoD/TW/gTP/7H+ebPfCuGjsv3n/HFf/APee2113jrnffZnGy5vnqPd999l/Pzc25ubnDOcb494dXHL+N8S4qBQ/b4pmfaXdHde4xpKRWYOjh1AkYybSmr791/yDjsGcOE9R6bhImBlDcYB85siWmPd1qZuLYhjJCyobHg2yohAZmCT4tqjxsjRQ5gQ0qCMZ7GemKcELHzRcsm0LZe5xPEgik0y6wGCwaHwR2pMuq6LBVRMUr3jcU30LjaXLMsLj/lXjtLzomcR6z1iNg5kWhadak3RgdlcjYgHiFiTJ43iXMKOQiRLAlnW4QIWUrzNtGX5myOEVeCV9Vvr5uqBv8a3HzbAEKYimwARcIAhxGIgyozigXjHWIakiiZAWcRPFkMtskYb9hki3ceEd1DuoY94vTgaZzVCW5x2Ag2B9IoOGlRo5rEbtgpJTFqYG4mT4oJiaoD4ynDX32jQbVIdccgGFpyPuhtLoddvW81sEf0/mVZGqa2GHpLscU05c8sOgthCsXzKAYaQ7bHqo3f6GF+Jz/8/9bjk9/0Kfmp//Qvsd/r0MS2Ndze3vLCCy/Qti1f+crX+O7v/m5+8Rd/kbOzMx4/fszV1RXjOPIbv/EbNO6UN998k9/6rd8C4MGDB3zl9a9wfn7OV7/8ZR4+fEjTNNze3s6bZxwHwPDg/iNSSrz6ymNyzpxtT7i8vMR7z/n5Obe3t2y3W37wT/8o23sX/99eqP//8Q0f7735Jj/2B3+QP//v/jt0zjJFoWk2TPFADI7Wwu1+JOWJlNQYejrsuR0Cu+GAyYmL8/MZiqhcb+c1050FsAoW3pZMOhbXm3miEINzdTKzxZjEMjIeGAcdejocDrNMQZ0aNUb9dUMIbDcdJycbWufBLZaMp6eniAS22y2UYR2yMAw6so5YrMv4xhQTi9p0tdoIziN10hRqY9RhbMkYsy2HlOika/m/0oNrRloz9wpfVvhzTXk8gmgoukwl+Kfi8emMaouHZNjv93N14lylROr9TZP2wrKUKjjko7+D0DQtY9Cey+HmGow74r7vx6Hg5EZhtaTGGXVIzaG9l6ZfSRUXJUe9VwslskoJ1Kx6HEemqBn12tlpzePPORMlz4bgYjST1ynXUiUKpKKEKcDTq6e/IiLf9Y3W/8cioBtjpHRQ9Bu5fF2aB5RhIkQ74bhFY1l/fstc7Buj6WJx+qZMmUY5bkLkONJ3W05OTthuT5C25fzklLOzM55+8IQHjx7Sti1nZ2dqMTbJ7DsoIlgZ2W63bDenXFxcEKSIEa10s4dhYL/fc3FxwenpKfth4sGDBwyDHlwhjhwOh3nRn/VbRISLiwveeecdutMtEhO724N6o6akDumd5/T0lIuHD5imyGnbwPSEv/IX/j2+67u+i1c/8TLjOHL+0svsrm9mvu5wu+P09PQID10HrRACt88uS7DQEv/9J0+OhllSDnhjmQZt4iVn+MQrrxCGEd9vuHxfFSDeevcdLu7dw5mWw2HHze0V3jsa20KZ2twPB15//avzwr+9vWUYBnYHzaD2KfLB9cAuGAyWMy/skyPlJSuqC8aWpUJhFvy+f+Jb+aHv/6eLB2rPF37hf8G4+5z0Gz79qdcIaWI37NjtRlpnydbx7pOnYCIWNxujbPqei9Mzbvcj/XaD9S3ONXSNYr5933N+corE6ciKzLYW31i22602+FLFzBWDDZN6l9amb4WEZjy2OPf0XcNm07Ht+pmXX1kmxhTmSaEnWlzBzkuvxkR8o7CYMTprEaNCVUI4aiLX66kHXcLgZ9yaFVOlBrj6fmHB14EjPn1d12toyXqvUFxWs5HJgSnZq7eOGJkNsPX5q/aLIUXBu8g4DuVaWcIsCZwKlJNwWIZg2N/uSOHA/o4AWsXcrdU+hTcesXrYCtDOZtWe1ntweijqZ9PXmtU8C6a+7h2kQntc77HasJ2HpUS1WwBiVgs/awzeHDdA6yHz7pP3niugfywgFyjhuNT+SjSUshDREdrytYBSecpaFAFjduVrwRrlhIsMEBTHAgdGZuEhyRkks4/POOxKZlEjwnzAlQtrq2vKavEbpa3po4ASrixuTDFMWKPKsnxtbOFRN+T4YV8p9RS0vPzyy7zx1htUSU5bbnSeP08LMmLbc/7NP/Un+cv/2b/Pi2c9v/B3/g6+axmHwEnXE4YRZ1RQ7GY6zJlT0zQMwzBzb2sGU7nWy0dVMalxVOz26e2eME5s+w1t23LIY8HbLSEntiedNi9jpPMNN4dhPrSsdTjj8eWAOIwDuTSNpykQArRtaURnYYyZmOrVUyYJKO2z3H0UhjWY0tytDK9/8Pe/yL/0/d/B9eUbfOKFF/jub3+R/+Cn/wfEWBoyRs84kvEkg+qyZOi8pdvo9OWmadn2G7ZdD85zdX3DlA1N2+v0aGE0feITn8CTePPNNzk/P1fc2rXcu3/Ga6+9xidffU056MV/dBwDYVwaozVA18Efay0pLPoza1XBtXF6VZrUz2xJWT1DUw5q6FAHiQq2vvRyHBhmidcagEOYkNXYP6CwUtbnt/ZYCrY2ASt9UYXNtJk9lt+vU6lrqh5GbewAbAogGsisaDenHgb6vjzWNqQ0KgQkjrbtqMM9lcrpvcJBYZqIWdgNOv+QY54bz/Mk75TK5zCkNDEVmm31VY3J0bcd3kK2ttAyq/75h6doK7tFr9dC8fTF8Wndf6nZfloFdNWl5yjhJIuSP1JC7PHB+/UeH4uAfnF+wvf+/t+7lHUFw4wxcnFxwcn2YjamuL29ZXdzNV+w/X4/c3nrz7Rty1C4sLvdjrOzM3Y7LW3rqLT3npubGw1KhwNJsg4clRszXk0YK0zTQNs2jFkbpOM48ujRQ95790nJwlVoabPZzplFFCFl6DvK51CdEWv9nNWIDEyoNoh37Vw2Ajjb8OTJV3EmzjhsTAkDNFYFzJABg+V7vvPb+I/+w38bZxyXN8oPl/UBAiiqmPmoWsyWn69a1vXRFCA+pOVIMqBAuRG4VQuV7GRFKgd3eYsv/YneGCaxBTcUjM2QD8Bhfp3FJkDv220IdEEppcFkpSeq9BXZesgBEY9g6PuOw7TXbFKSot0ZsJoMjPsr2rTjyZOJNCTOLJzc78FZYhKub3dYkxmiCmzhYEwRwkDOqtN+ddjx8NEZ4erA1W5QYay9Zr8hWqLAr3/t1zjrWsI+EUSUy0ym61u+7Z2v8H3f+wPcf/ET7HYHjFGVx5jTHLS8tVR3LooYXeubuTnaNlusV30R761irsaSY9BgN2kCUalvGjydOlmJ4Bs3472an6jGikiep1t1XH3AuUYF6rLKMhhsoZ4mMI3S7UBph94yhqS6PjVZigIJ0lSE9HqPM7Y0yZdALmhw6+0xz15F/RPZlVkTaxmDjtQbZxmHEdc2iHU6UIRm+8OgUg2bzYbbmxGbE9N4YLfbQaowkl7v2iwWCp5vUYirUjenBCSM1QPKpCIm5nQ4LueFErqGk6A04Z3HFOZU6xumGHBJyBgCmWSgKaJ/WWSmjyoDrspFlEEs5373BfScEy+/eMb19XWxnBqJIbJpGq7ef5PmwUB3dqanYR7xZmLTbWhbi8mGey++ODfIAJ49e8bTN99WTOtw4PKD12mahvPzcw63V5ydnUHc802Pz9lutzj3iLZXofntdstLL73E9Xjg5uZGrad8R2s1w+i6bnZPury8nBkEsLjJgOp5pJTY7XYzx9h7y9OnT8k589Zbb+F8zzgq5vngwQNSmjg9PeP09Jy+79n2G87Oztjv92y3W1pvcU1D12147/0n/NzP/g1ur77GP/Udn+Xtt9/mcNDsrxAKtOGSwXuVHKZWOUIZplnugXolAhbaRptCDogGmobZ5UWsNvJM1rJz02ojsh6mbtPQty2SMtt+Q7fVbNw6hSdOT0/ZbrdzMzCOitOenJxwenpKCIF33rvk7/+jX+eLX/wyHZDMiBP43Dc/4qWXH2KcJw4jMQlvvPM2krThN+z2/ME/9Af4+Z//23zPd32a/+kLP4+1lnsvnmNsy+f+8QuSaQgHDYCvvnLO1c2OYTqeQVCaosUaT9ttuH//jM49IGLYbrecb87IBt5+530+eHKJbSydc6QxsDuMPLu55XIQDnFkiCNDmri9Ve379Uh/xZ+DtdisjcvK1FkO/uUYXjTOdY01jRo5Zy/EmI4mm41RmKAOGOV8rAJ4vP9qQF149SFEQlRJXkmZrnEzU2Wtr+KRMqikcwm1T1D582MYsU2jbBd04a0pl6rvskyBTlNQcxurVEujC/loclRi+X1nidESinaL9xVSCRwOh1nedrffz4dnxalFZJHajUEPSZhlCawVQnAgB8ATwjhj+uup1vq+1wyhbAxpmvSQiAWaKcyylHJhmlmcGLxRS7sKCbt637PMRf7dgbOv9/hYYOgvv/RAfuLH/+h8k+OUuL295ezsjMvLS5zRDdC2LW+//TYXDx/NGcdut8NiuLy8nIPEo0ePMM5yOBzw3vPs2TOsVT7pgwcPOBwObNtu1qVeDwe4EngOww19tyVnFfiKJs9Uya7rOBwObDab+TW22+3R9Nf19bNZMe/y8lI9I7Of8U1jDP2m5eTkhJvrHSkl7t0/12Em26hK3CrIbDYbhmHAlcNEsIzj9bwB1URBM7HKmzV2GchyzhHqZJ9ZhkZqZlAXvCkls/eWw/72aBzcGENMgkEbhK2ziFv0xNecaM02RPWmRUe/nXOFkZHnDCeVRbu+dt6CoeGD17/E3/2FLzBZx+FwyzTcYk2ma8/prDJ2XLMhxNvZ7OHR/XucnZ4SwsjZ+QOudgPXwwcghiRlGCh6ZXUYyzhFnIXd7QExVk2MRVSlsQTfFDPbTU+73XJ+csr9s/tY35CyYRwH+k2LxTANB66vb/nK62/ytbf2GLfl8YMLPvvpb4OtQjExKJY8FfMEiQlbmnAnJydzsMcsUs1939M0DV2n+iUhKa5syvDTEuwWrFrv+WJ0UfH7ep/WJhfL/a3idYb9fsCSS9OuyvwaJOq+C2RCSjQGnLc0Vs0opqlMPJZDwxcqTm2iGlkkdet9r32cnDPTqEbPU6qzB2UCtAhlpQKz5KAsnpBAJGPswsk/HJShtt/vFd7IeYaFdJ/k+fsAzi9TsjlncoKmNfRdizXN3K4TqU3vY1pjnSdYz8OEpINQoUzBa2Vw7D2LCC6XoTzRA7mx1RxbytCWNmvf+eDd3z0Yetf2vPTyazPOFWPkhZc0I3zx5U/OF2ocR178xKe5uDib3WWur6+5vb7h8UvjDIl478kSefXVT84LpfHd3HSy1tL2HS+++CLVraVvN4zjOAftYRjYbnvNrBvVPd5ut1xdKdzT+A03NzdYa9ntdlR3k77v8d5z7+LhjK89fHAzb84amHPObE96vGsZH440TYexiWmsutFOy7UypZaiqABYEoZxRETx+DljMw1N5/EiOkmZMn3BUGdcrgxXqBZGCeqlxGtnTQ3NdpHE/QePoFy3+hwhhEJ1FJy12JKh1+BQKae5/Ezv2nmyV2eS9H3Vg6hbYaxQBn9q0+nwlG9++YRus2Vwj/ngcqDxPa+9+gpXH3yZRpSGJ0npopuux1jhMAwMEkm3TzjHsOkdxnp244iYTDQW11jwHW3ryeJw7YYkkIt64sl9U5KAM/rujM2JVman21N63yDO0joV6zIW8hiRtGcYAw9feIWHL9+S7QmnbYc1jiQJax1tZ4lBpQX2+z0Yw2a7xZqFqWFL5ZRzxFptfmr2u+iZK4TgitrhMmIPK/cjUUVMvT/HIlrrzLLKZtQpTQ2ykcariFnTdUxFs6QG4ClOYC2HIWqPJSpc2Xb+KFEwxmCNIWS1fjR5eR6g0DcNw0Fh0yxRZRFE5wsii5+oeEueNEB6Yzns9rgyyanc/rw0ivNi9qxL3xaxL8dUJ2BZ1qW3thhuWLBgjMWaWsKqeUWMka5v5+/X610TpnpoxVJl4dQjQUQgZawIzqlVn8OSjfLya99gXv85z9r469d5nsfHIqALhpgtUwTvW7q2nyc2laGS5kAEmmWdlwXx6MUlGEzTNGfYddHWbKTt+vmUttaqcbG1NK1euETGNg6xnpQz3fY+sTRZczRgO8bg6LcK72AMZ/e2Sjfb3p8bULUP0KelA749UTx0jBNDNCTT4lrHfsxIDjjXIcljk6FpNxh0cUwmknyLc44pZ2ynmVoLs153/TyVtqaLSuaNWhe3c45Ty9zMrRtdvTlXQxRmobdVE4X6+yICm+OJyXUghg8P9VCusylCN9VYZN50q5+dByqspesanviW04v7pHjADXs+eX7CvYsH3F5+mR7lgEeJmHarQSYbva++Z3vaK2feWqyckjCctTo8FY161KopksJlWVBaoFFdEefUCKPtNnrN256u63BND01DW6iCtnxm04DIBjGJfnuPexc9Y+pVKsF5TAo4B5IdxolS6TYnhDjirNqc1aCsphTLOLq1HucazZDFYFncbhb4wgKLsUdtvkHCmFiqz1qZqWKlBl19zopDxyiQFF6YQjGFyFmhhiJ4125awk4P3ekwMO4PRWOmUxohqmJozDKk5Mr6jCLIqNjyKEmxPxZ7vXW1aF2jFofWEXMkWDXnrg18GkeaRkiJlHQfqNuYzFmxMWaezG5aR4wTXaPaRgmjPQPRQ0wK8aB3eqi3bY9IYhjCDK9IBnGZqUAwgIrErSrlWuU5DJ1vIGWysbMhtABG1LB8jGGGoaCwWqzRoaQSB37Xabk45zjZnnJ6UrJJu/ghWms5KWL5m/50LtVr9ltHo2upqli1n7NgYy191yKo16eI4F1DkulI50JEM1OR6oC0NCruSqvWTGfNv11P9Hnvcc2Jwh8lGDqnHpa66MZ5g+kgiILXSaby+haDI0s80gupp3fNPNYKb+tDKpVptrZoslc8064YURrQ1WKrYnS6maZyDRu0ZWrLVKVZBY8leN/VmVgHe30oJl2ZKdXMeRF6+vBYvRg1Pd5uLoj7S4JxdL0GqN1wjfEbIGJKoGu6dtY9WWPgUbR8xqpGd8bQGDM3aRvryOJIWYNmEMiodVq9j9Y1uCLVmlIiWb3Wvma+1KClgaNtW25vIwb1O1VjCWj8or3ivWcoQUC57VW1kRl2qevgo7LA9TBLfawHkxbedA36RQfdL5KtlXRQ13HVYo8x4gr/ud9oMkG9N14nOuueU5JBW8butUmTsyqR1vdbdV7qfnbGqLKlNdi0rKm6jyqubYwhp4A1WQecG8HKwsoxxmhm3i6QacXujVl6BcrOqgbylrbdYiTNrmTGuLlBCYsj0XL4qRxIrV60+invVcogUVyUPruuQ1ayEMvUapm4rQYfopl85xukbZGYjuJIved1Xz7v42MR0I21NF2/4LvlQjRzMLNstqf6s6ZmFIkQoWl6pmpui26eEDOb7enM/TRWdTW8X2yk2radL7QG9mPnd4W4FuODGkiXxtmyUGe2QjkgTAkasAS9lBJN1xTs/Kxk+ZGclnK4ce0caGv2BcsN1RJ8ubk9Hx4dF1GH+Rqk15mvLtIqnbpgeW4t4OSLpIIpcp/yYcPbeg3uHnAftQAttbQvDAJzfDjk1UKes3uj12l7cs7lE4dxG2KeMF7xSzEtzikfvD6nc62SbVaYf44ZvClBN+v6MJSy3JJMYRVg0PENh6mDM1GZSsY7Qkr4Fc57tOFWBxdQXK481kYcKhVsBLDqdLPIKFTsekkY+r4HmKs9vZY1YC1iXvV9rA/z+r6cc0daIxrYqzRClZMNrJv4Fc4E5YB3vlZvZRKz7JUQAwg6MTrsONtsGadJezvluZxzbE/6OUA7ozrlOSrXWu+V3qOuaRQnL2tJB7U0Sdt0DSElTEqq7+I9+TDOkGy9x+MYyvVQimW9uvX6AHS96tMr/fbAttcZlWlSjfjMEjz1mkphGKnbU05LsggcDRKppLEsCpJG8NYfBWaLgQbGUJQ1vdJyXbkfOWdMgarWFe5aWuJ5H88V0I0x94D/HPj2csX+NeDXgf8WeA34CvAjInJp9NV/EnUt2gM/KiJ/9+s9f87CGIT9MGjG4h2uTJQ551TYhiUQONeV3yuO4LI01Nbqc+2mnW+8447oUaF4tZvF8WUdlAD8SijJmyLWtcoks9atmJX2xzxQkc3Rxq8+pLlmtSJA0bSmYI2kEtwtOFVnO7pZfgmgUIS0ysYREUIWnAVPS52CnDE5o5iwcYrP16pARDeps0uWUv/dGIfFf+jart/DGpedmz0sGaMV1WAwxiMkkiy0NWMNzeo5a4c/l+uxPd1yZS1iMpJWetKujM5rpCTLkhHqEwix+oICQsEkjVLOAMRWWzYUalkpRYZYMUsNUr7wnnPOqrWes/qKrvsTAKasAevoN5Ype72XosJs06gqfikrF1yzzTBnziIy92CqkNbMzLB2rubqtV7DinOVViqLGtQVAqzDOfko+Nfht3VT7y7vHZgz+WxUuTTnTNuoZDUm05d9ptOu29VBszRsm/Lz1liVqjaWLmbEuqPPYbIyTJyquWGMx7YtUxDN2O1S3dW9XBuH689lrV1e05YDPyuLzZXqV03dA7nEGqjJSNCq0upciHN2RgM0QdOYpdz+RVSt/r9W3azMOOp7K5TJkJM6Vwlzoln3cUppTnzWHPbneTxvhv6TwP8oIn/MqOjyFvizwBdE5M8ZY/4M8GeAfwv454BvKf9/N/BT5c/f9uGs5eG9i5nJspTjGnQ37cncGG2b5d9xGjh8kUM1flnY62zaOae0ICpeXpoeVnm/3rs5+10aKku2XTftOkuvj2pblXOcs/E6Jgwr1xuRws/OcyMyJZC8dNvXfNO7QdM5h8OW966Zjga1ZQG3ZsHynGuxEktDeMH3ranDHfWV+o/MAKoGvCkHGba+Jzmye5thJncnw3CLG878HCwDGPWxzvLrNdbhGcu7OeG9ZUwUDRYlvxlZBnCk9Dnqtc85Y72B4vWZs/KfIwmSvncpo/GysOsxqmtXSv0SKFLCNg2apykMVtdrMqLWZVBxlwLFKFznGovcBrLVYOloqJTEJOjQSs6FNuuwRu0MTTkUtIowJRDpIZzSiKonytxkX0MwdQ1WZx8NKpmmacFk8qjXRlLAukzMi/OSiGqVtJ1D1UgaQvY03oIEchzpnOL8qSQylT9dDxHvPZGAp8ECYcr4DMlaxmwIWGQ6lDVhGW3CJtVTH+OodL7EEuBtR5hGss0chj3eauO4ceoHu+1aUlHgjOM4ywWIpAIzZtrWqzppY/AemtYj2SNDxJqGIY2QU+lRpOXwynnZK+h6aJoOdbc6HAXf+TAq1VPd/PX9WOeIxmCzcuxFhK5UIsptqK+nQ1fWLA3W3wllEZ7PJPoC+EPAjwKIyARMxpgfBv6Z8mN/Gfhf0YD+w8B/Kbpzf8kYc88Y87J8HaPoejH6vp8DUm32relPNWsBjpqQ9QYsweBYtlMzaX2tdaBfB7KqU1031brEWmcE9fmGUk3UhWztMpbtXHP0u/WmiEgZIjFziVp/Zv2e14dSDdigglxmDsiWnCIiYJ1O9YhZ4Ia17saC5S3v6+6fdwPt+vvr6kUZF8cHT13Q9fquH+tr/aGG6erfa0CucEKFneq0oDG+aNZ7LKv7CvNA1PLZc1FJLAqI86EszObgplZZRQ+dQq1DD7G7B2p9vbmfUfTGLUtgMwZy0vceg3qdhhgV3gmLPrfRSRbNdpMO+rSt4H1RYaRI77oiqmYp2iuKrTunvY0afJbyv3K8ld2Scw0KaptnnWMKE2pwHMAuvad6aKgDTwaXiWEEsWz7dv5sNXuvY+/rPsp8PU1GKCYPrVUDGGOwIbMftXeVSSV7tRwOe7B+btRWKVwRwSYhGlFlzSxYZ+naDV2LeoWmpcoA9SxoGjf3A1JKIJ4QhKYxTGMAkrJeynvwZWjLWqtqincYQd6rKUhrHClmvF/kdOv/dS2LaBVujME1DVNc9NO996oqahf9l/oa6/W1jjPrdf48j+fJ0D8NvA/8F8aY3wv8CvCngcerIP0OaiYN8Ang9dXvv1G+93UDumLYmjnncoKHqqbmLTFFTF6CQBqHOZDkEGdO+YyLGaCK7XiHXZWq6xN1XbrVwwCWQZnfDlKojux3M8sZ1ikHBALeKculSm/WmzS70B8dLIueRz18KpWSlNURJ4OYpclbn3MdMNcbzxqDyQsHtgb8dTln7QJVrd/LEYZXg9kdrC+zHoQ5vq84W6R5zAyNGGPmrFpWFYPCI6YwcSqW2er0ZUpYsYhEkqjWuisceLfKzucDphwI1aosl4an8rgFWxT7xCr2Wo2frVEopz5PxWythWzdnaBO9UEuQ1yLHvgwDMTYkkikMjkZKiYqdq54nNO5AWsj0zQAluTKgI2zdL1TjNbaIrKlLkRIwvlFvrUmOxVfrk33YdBAN02RwzDQeA+M5BDpe6GxKu2KqMdoijpw41ym741OfgIpaBYbSrBNatSJs83SfKbQ8GImVBNvn3BisBjCGJmCNhZrYpPIs2pinoQg0wwBWWtpsCSrfbbWOpyt0r2L6XXOeW5YzgyY8uj7HokJ7xvVQBfBekeeRnyrDW9TYEDrtFGb4michCcAACAASURBVBJYNdmo1WDCdQ6zCpvra75+3XUgXmfztYJfD5itn+tukrqOOc/zeJ6A7oF/EvgJEfllY8xPovDK+s2LMXcA32/wMMb8OPDjAC++8AhYBxD7IS3odaZYF+8cmFcwTMUgE3LUCFprYNQLNOPdRoPkeojGuuWCLtmpufsZlveFLXoz+tzrUqkuOFNgCOohUHuA5eds8TkT0a9V18WUjMHqe0Ibriptvrjd55wRc8fn0dypLlYHvS/ULKWXHdMP1xnB+vBbHx53M/J58ea712n5nSXoy4cW6933gCzBMycNmJQMFadQWTXFcKvmsHOOGKrXqCYKygvWjCynwihKOqAfkr6PMaTVe1u+NjMEx9FGJAtS9IFqJWGTNqSnKbLfD4yHgNhMyoHGKh0ypYQkiCwGzjV7c06x3XE8MNNGOVFjhnKNc6boeKscRL0X4zhqI7eMuU9jpN9oUjEcdJZhSIHdMLIpBhFVn6dWw1PKDHttjoYwYiThT05K49rN0F59z03TME5VsKpkm4VRk0OtzKpLk372JKLDWE1bqLdWYUsyMU1MpZKpomWTQDLgGk+yjmFIOrNh1KSkNnXrWlrv2ZowNa1TeDWVflPRJzLO4LoWMmRJaPNY97G1FopZzjQmJAvOtuQiAgbMgXwdD4BZZMM4S4oRZ626d4mQVmur7s31/3cz/3XW/jyP5wnobwBviMgvl7//VTSgv1uhFGPMy8B75d/fBD65+v1Xy/eOHiLyF4G/CPAt3/LNglOaWdMullvTNGmmnJTuM4sBpeNs2HdaOrriglL517UkhYWyZ0rGJln9DTXQLFnrfFNS0couQd45px6SrQbMFFdDAMbMdlu1/E53brQeGuno1J5hDTgal9aFqSPEzlhMlqOFOgdcuzTmKsSSQm2AJVLhARtRtkEyixdrrVQUIlgvmA8vUGNs+TlUqrX+JzL3HqpTlKygrJyz6ngs9xxXdF8yNQCsDoiUMRiydzqsM43aQEPlRKUs7lSYN/Wap1T+zAFjFxGoSg9tnSdEzWrJGXE9QvVxLFVETkhW2pwrg09ZoorJm6jTyralIyF5ArclJSE7/SySI0gkiScVXrN1whgnvGvVb7RUFXr/lLIZYyZGzSpVpre4MuUFGwdmAagYVUBL17b2bhSWmxgHPVBqT8fYzeywFWME0eGa6yJTbRz0viEFHdqZDnskRU0grKH1TdE9j1gXcaZjt9/T9T1ToSbi1I3HeXViMlk1xYcCKbRYUjqUIGgJ1Q9AEtZmDjfXWMuiCy9qCmOsYB3s9zowyDQxlupVDoF+oyqeYVJJXmsMMU06K1AE5prCEIoSyRhsubYenQVQvFurxByV5SRSxhEKdHc4HPCumsHrXjDGzDBVXbtHQbckNbEkpXEKy9RnSnPvYx1v6n6p++ROrOR5H98woIvIO8aY140x3yYivw78YeAflf//OPDnyp9/vfzK3wD+lDHmZ9Bm6NXXw89BL16lbK1PrppV15N3s9kAS0ZWA9lav2KGPFb4sXK/F7xRF7dbubYzv049GSv0Ub9fT3x1QUk0TX/0/ueAXn5XVthY/b7zds4iYSmxaie8loxzVWLL9JocQz/r1/2oryt9rEIciGa46c7vrgPG3QpkhmvuNIFFmKfYnDFkk44OCVgOmfXzrUtY/VltAttV9VWZNskol3mGwYpru9S1QIVt6joorJitDhhpppqO7ndKiZgi1jUkidqDEBWgSoMahOv7sAstzspRT6YOWcEyCFOvRS2pcynfdeKyP0oI5uqvJCfOVXZWmu+/ndftsv4X3vniIKSvr3BAjGGGumpJXyVegXlNTWOcZSumaSKTMG1W2dq0VBoxJDbbFqVi1qaxSg5sttvCJy9ibtbOFbOIMpWG/Z5cJHHHGObDKOdQMCrhMA5zQhXjkonGtFBz9/t9SayW4bc6zf3s2TN0jqM2v4/31boiXwytdS1HUXaOXi8DtpIUqmyBMlhEoG26eR/UNbXWOa+vsY5HR5X/KtOun7EmGsu6WtZr/bn1nvmdPJ6X5fITwH9llOHyJeDHyt3+vDHmTwBfBX6k/OzfRCmLv4nSFn/sGz67yLyJ1k3PijmlaSxBWcV2dMJrCdazRvnd7NAtYvzOtUfQgbPLgEINqneDWs1i678pF9dgTDtTk2YrrjLw4Ov7vgNTNE1DTGH+jPV519BFLcGhNFOzYNcBIS1B7m6AX/+9vu48om9UAtjEOL9mfQ+/3QFRD5e73NhMwY6t2sHVRuz8PGYJpEf4O4VhpHgSSVRyt963nDU71ypHIa84Toz7A77rMFLszYwhTqNmdPXwLYdT1eRYXwOliFZNEtU9zyVwpGxJovyWNAUES8xRbcrg6B7GqDZ9IXhGA32nI/mSErlivjkSy7TudnvCeGAWc3O2OTrc66Fbg3MduXe5Qgc6yFINNaoERJUi1venFEhrKZCLma9BhXDq/dbMUF+naV1Zo758roR4OwdGEZ143B8aspjiAwCTBBpRjfAeq/ew38yQS9MkbIzkKJiciUmveyhGnl3XMUwj2aihRJBc3IFS2SMdUoaaKo4+K5Gu+hP7/R4hFbrnMhHtnNI1G7usyZQSEhadmipFXT/jZtMz3tEzr+u/rtm7QXYNPa7hknnfpkVJs/7JGhpdQSrr4cD1865f6//ppigi8qvARwnD/OGP+FkB/uRzvwM0e9Tu9EJHWzcZlS7kZ6wxyoI7AqxPv+p3uObnruGZ+nP2I9gad/GwdQWAkVVn2mFMPHq+akgwhqkEu+V5nXOziBdo0yWtOOJrbHmd3YqoPVVdJGaVhc1wzSpw3s38hVrGqbXc3anT9YF2t5pYv8b6OrnVZ7NGBa/Wr10hLWuNypLKHdpVVhsuI3o4LFm2KZKuOtGZcubq6orWOWUFGsXnx9IQ03ENZZbUazKzPijXw6vBs8kFMjOOKWQd7DBW/SyNI04BVBiVinMaY8ihZnHKp69DSzFGkg+anacMOZJSJoaJYRKMadj0J7TeIq6aFR834ntpNdEoyoExLIdfbYTX6c1631IUhsN0hN3mXKcgPVU/WBVAdfS89h4cBiksojlrDQGLMnWGAstM01RoczplmVIoGkQdUmAQNXu22lyMkcY6lY4OkcNBzSd2h0HXWtb31DQ6WFVff5RQVX9KYPbkBMM0zPv3Lmx6hDWjPHcrmdPNds58+6ZlSrFULbJATRLp+xYRSCQwec62YVn/teE67+sYqe3BNb9/fm6W4F+z84VGusQlFZpcYLR1vKmBfx176p9zUvKcj4/FpKg1dh7brmP8NYgpfY/jLDkcW15Zq1NfVT53nZXM0IIsWbiIEHKYT/YZJvmIEqdeXN84whRpmg7Vv1hOXy3/9eeXCbnjIL0e0li/9wr7rF+7fm2MShfNSuYFx75LV1sfgvX3jDFMMcyHSPUKvZvFr/9ef3edNa+vQbkiHLW/76w1pdWthrjsMjSxfsyNI1kfZAWWKXizJL0+Qy1HqRTJAt3k40PalGtTs63ZIcZo5TOEQDBejY1FyHikNNeUsjZps1kK+8jWUlgPi8YVM4euZYqKi5oUSSFySIk47Lm82rPbJVz7mEcPXwZfBeEW9sW6Glw39PReydHf1/dHA+yi3meM1aGU4mXqvadp6/UW0nTMZVYtb50cFdGhlXAYEJa1tNlsiCEhRBKBFEFsIg+R+6enWulZwyhROfel2TlNk2b1w4GQVCp2KoGfLNjGEnPGZhX8CqPKBfhO+f3TpBOZ66x0miacbY72bV2b1qk5tk6Tp1LBqHRuYmGVGKOGMyrT6xDR6fEqIqaN2iUJqnu6BlkV+9O9sN1u56Bfm7bAwqxb/W6NO/WziFnIER+GMY8z87v78HcCvXwsAjqANzphJzGRzXEAWJ+G1lpyiBrc3AIfVLiiXtC7Waz3Kjm7ZnzUzAkEsQWDE8WByWl+zhqgttu2XFwdPFoHwY/KZutrA0fPVRfSeqp1/X7X5Z6ImtYaY9TpevW8c7Wx+t36mBuSWd3D02rBrgP4uipYZ31z5WAX4wRr7aw5IaJNWz6iGlxvPCkNIllXGkabqsv1KiJopsqZNuQpYGwkTnnmQopQKK2GEOLRRre2VD45EXOGrKNAkxQqXHkaC8SUyMYiWVkXMmdkihM3rsitNpYkkSmqLEOTIykYRpOZ9k+4vRnY7W7Y7a+5vtpxtb/myZMDV1eBhw9e4XPf+u18+tPfTHfSUYeB5opvdd9jjPhGJ2mtcajC4gKdVLilSgQ75/G+IYtOmfpG73/XuyM6XA0qNYDEpLMIGGXItElwxjOkkZgD3kLbWpzNiHhCMRIfwsTJiePy6nYeaHLOcdgfCDmQM4whsjuMhJwIUTFm7wytMdpPCpkxo3os2ePbUnVI0ZSxhmkKSLYgjmkM8x5bwy2CHmRS9qnxDeM0aZulCGDlqI0e3V/H2DpYXKvVhYjKOls5lhN2qDrkMAzEnEhlEn0/HFYQrq6VkBPWMCssLkNa8UjFcr236h64C3nW2ZP1Hl7DOc/z+NgE9HXTIRdKVeVJ18lKKdBMdR7KhqPJ0vr79XuwBCwRmbN/KEFTTGG/uGIDZaGyLtwi0LTGz9Zl892Bmfo9DbbHUERKSodbwxvrm7cuK+v1qAfAOtCvv7/OhNd4+l24pFY29TOs/75uHq7f010YCGPmwZKPqibufu/ugbMedFp39z/qYAE1b0hJA0NaDQ4pJq69hTUeGUaFTdrCTU9ZSDERpsAkiQhM4gmSydkjVspwjUJoMakwW8aSp7HoxtiZ2nfqN+SDQhKXl1d85a23+OD9K55d3pBSZBgjQwhksaRkMV99nZPzLY9fecipf4kYNSmpWXrN1KxdxsqrCXUNLjUYwNIY9Y0FU8w3ymBQVyBJmuUQEBFyceGqeHpv1aatKQdLzpGYYxnht6W3UA44USN1FT1zPHt2Pc96iKhUbjW11r0keAuxrPl1f6Db9KURaMkZQlgghmm8pWrypKRGHKk0Ro0VldKlHNRpgTLqvqgQCCwxwzca8JumVvk1xtRkyc2N1pyzViSyajhPiSg6mR5SnCGwSt10xjIMg9ISVxVc3ZsV/18PXlUUob7/uz2v9f6s+6Lum991kIuUhRdj5OTkZPH+LAHVCke4eDU6xpUNYR3GH2t/r4OWMWbG3euFUhjHzwMoKSVSjvimTLhJnUJEg3yGdTlVX2N9A2DN4ljG8tfwxnHlkVantTIT1myItQPNb3dT1yXZWtRpXa4d4cur57obwNd4fv16DbvMwf3o3n24HFwH+bpo7+L39fnuwkeVcpeyEOKECxP7aZoZThV6WP++TsACAkMIYAxOYAoRsRaL0jmzqNu6JB1ic04n99KwQyl1iZgtIo5p2nF1fcPNzY6r6+sZHtmPE1dXV9yOiTDVuYPCcCh4MWTunfQ8vH9G1zvGYUJkua81GK71x2cmyjTN976un1rV5bwMOXVdh9TBu9YRY8CkhblVX2ct5OWtQ7zHU8ycCXNDcxoCjXNluKlk5pMeLGNheQzDNPet1C8zrNa9vmY9nGpDvcEWUxbLbjiAqNDYGnaas9q4iL5liSxSz0sVXtdOrXLWgXOd+aoAmaPvFxG+epjqcxX1R2/JeeGyhxBUXEv0M8a8wFaVopsKTBiDOh1VBcU5uQjLAOG6Kq77ec0//6i9tU7u1ujE8zw+FgHd2uKOXheHWahWIupM03XdfLPnjnDJAscQ5xH8GvjXDYicdcJyHEdOTk7KcwQglIxPxbuQTJpUbjSbJVBqt705UlNcf303UBtjqPTrJZt3Wk6uHk3TzFmFLpow/07NcOtjrTEBHB0s9bFubP527Jf6vfVBUYP3GsKYG1J3gjN3Dpa7B1nNKNZQ0N0Drb7P+h7WVdMMN81WfoFu06svo9M+RpY88+JTVgzUlcCKCBMZl0GM6nfvDoHDOHAzjiRjtEmGJ4TM9c2O9y5veO+DpwxDZL+PjNOBmItNX6Oj80052DNaQdpkCxSV8R5effwi9+7d497FGScnWz75+FUePXrE/Yt73B6Ycdh6navcb00m+r6fueh3szQNpsNK/qKOz68gxcbRNe0RhU/cUmHO94kylFbgq6qCOQ0DoTCohkGD+jRVEkBhYVk7r9d6nxvbsNn2pBRmSYYKE/V9TxqVqriYTqc54GvCpUNi2owtAduKjg2zJBhLj8HOe6cOFdW9UplwdhbwisVBqR6Y7mi9rYNvZawpm2xhyKz7XZSmeZz0EDFldsa440nldbW7TpDWFfTdfsr60F7v77oGnvfxsQjoKUWeXb6LtcrHzr4wRYw2MqzZ4H1bAsDivzcVU2fnG0L5euHoarbSt13h3OpNvLnd6aZJa51wO28W7wo2nhLOaunY+HbJHPIx7LDmCq9/xrAYD7gZclg+szGGbDNt32BLl923+jVGD7FhCviZHw0YZQqkHBGx2NXCFBG4s2hSXFzJc8pQJknzalGHlI6Cbd34Sze+NCuNaAVh2zlr1BfSsW7QrZZWlYFzKic6HyQU3NMqF7tt/OrgcdipaJQQkZi5vRnx0w5yVLmByUAa2A2Rq9tbQoSL8/ukpBsRq05T1mT2+z1d1zGOI1/+2ru88ebbvH95wzDCmGoezfzOK6xTP4foGyYFYbtpeeWFB7z00kt0nep/R1FZgU3X89KLL3L/3qPZKq7vexrT4TcnTNLgzUJL1CEYi/WJFA2+hQ09Q5rwrcd06hOabMaLwVun8tAbi5da9en724QyjViofsFkKE2/putxIrQnDU2ja7v3Dms92UDTtqRprw3NMXJ5eUWKE/3pGcM48eZX3uCt997HoKqj1vi5+SerbDTGkdvL/Qy/aH/EYXDEkEkCY8nsnbUkgq5zC94ArjuCNNd4szEO76sqZREkK/ILISet6ssBZkD7bzGyj2GuFrz3ZGOVUklWRU+3VKhwTC1OSeEWU0gU5Kym7NX6LiteLsUfFRGiLHu/ShHUSmFdlYlogjGNA54FZqn7tT5y1v5gyrn0sI4Tt6/3+FgEdMGQXBlvToaW+xymCcRycnLGFK6JNpFzwHmDbdQ+yvmCbdHQNtWb8EQXQDbkmLBA1zQ4v+BWKSXEtfPpa4yBoLZXcSo4nF8GFlJKtF7LWoA4jWRXsqOpLOywDB3chT7m18hL1mqtnf01nXM4o1rdroz4O6rRhjZsjTFQsilnPdbbOZDWBelWr2mt1Q1e/u7XQyKrzL41q+wb5ibnvAjnHy1ZRzazMfb872WS1aL0vpwL1zeKco7TAqtkY7X5h9ES1rTl50sjO0csht3VniluePcDw354k0evvMJms+Uf/tqv8xtfeYfX33yP4SBgDENWWlhBXWicZsTDmOlawzCV9Losd6msIYdiaZKLGbJ+e3Ov5/7ZOZ95/AnuXzygPz/lxXuPisdsqSxQz8vNZstmc0LXn5ZsuJhGGJgOKgSVkmqBO28xJpNlpGECe8Fo1UauaTa0fY/rW5WI0NkWxDtyikzTyPtlQjRnDWrTqZmz1GwzZrzmn33tM3zToxcYjcHZoE3xMqXoVsJQzhvitJkrpYtzi/Pw8IWXaPoLLr/99/C/feGX+NKXvoQYi7jFSKZWUWsor8Jg615YhZTWontt24Ct/ZU0V771UfniFYevmkpNc1xp1MB5Vz/FeUeSSAgTY46YyahHb1SDi66w6er7X2fr80CQszhrynTnsWl3lSAex/FDWXhN6tYVMmiADlIb9spJn3LGJaGznsYvAn5LT+6Yjfa8j49FQI/R0rSf5uLiQksje0XOQgh6Cie31em2oDeRkLi4uODq6hbvJx7d384Y1RhGpNVAYq0lTEEbTYM2WyqU0HSWTJxV2dqTfjZ+Ning9reEEBTTz5mrcVGDdE6dM+tzee/Y9P5oMdeJySPMOi1OMzMM4WzZkCjOi8Fmw+4wqA53oS3GDJtWmRxN0xHiQIrLAImWj+NcYjdNg6tsx9UGqwdapYmStHStkFbK+yMZgqXZU/ju7bHhx2EYVZ5AhN1uNx9QJycnRzhwLZFz1MNjuL3h8skTPnjyjC9+8Yt89Stf0nI8TMQp8M47b/CbX30X4yz/6o/8MP/xT/13RKpJRNG0yZq9GBLtqkkakmVS2gOHiXKOCUYiBg34MYFNsN1Yvu1bPscrj1/i5cev4oxH4kbvCwHbiHrL0pMR2k2ZfbAqe5wkcZN37ONOnW9swYfdhEXX25QDBzfifA0gmVs8f/N//yVu+nNGO9HGZeBsmlTTpN6/qB5AdGOcsWARIQyDJgnOkYeR+w288vu/k9f+wPdw2nbE21tyCspMSpGUGnAOmyMpjexjNWaxeBG61rPJkY0XYmN4+aULXv+a0X0H5BjpiznEmntdE4J1Y6+uQZFlMlIrtkxKqivvxdM61awp81BMvsSDkhR535Z1WAKkrHSDVlBi1UMfwjRLZVhboY6Rk9MN1X/ArqRB1lDITFcUbVoPwzB/LmsXn9L6Xtb4eD3M1rDaEYPF6ACbEUhRZXMzEI1gJM9VT2V/sSIr3IVWv97jYxHQv/a1L/FH//nvA++Lx6DyyREL3rM9e4Q1ns1myyc/+SkSntPTU05PT7m6uuL+2SkpqWrdOI6cnZ1hG6H1Dffu3WM8DLzw+ITHjx8jIjx8+JAuG87OzjCN4cH5Od5kHndqnBFjpN/YuVGSUsJZnVCbceaogcVYS8qiWXteBgkWc95VY3CV3dSDQUQwTfXXNIyHgcOw563X32BKkU996lt45Zs+QxwDf+3zP8uv/r3/kz/yR36Ycdxz3ozc3Nxw7949nj59ygsP7s8LynvPbRnuqJlUxRZDCDx58oT33nuPlx8/wnvPgwcPaNuWZ0+v5mnUzWYDVnj27Jqu7RnHwIlfBid0g+phdXX5TGGwYUfbtvO4dG1cP336VCud8zNur29ojOK5wzCQU+Jzn/okh90NMQamFPnMaw8I/Cr/1+uXXF4/xTYQo6bhPhd2fq1AnGOMmuE7LEbSDJsYdOOdbHtee/kTvPDwEQ8fnCEx07ie0/4ccWqG0YwgMdJOH3ArI8/uJVI8cH9qOLgDmEjaDwzDLdYbDuGWxEi1IDNWNVisA5JB4oBzhuATZsiEANMEMUAP/NYvgzl5SG/gygzKq4wZ4v9N3ZvF2Jald16/Ne3hTBFxpxwrK2twVTltYxce2m1B09BYYCF39wNqAS+AkBoxSCB4oHlBvGF4QQgxqIUENA/QCLplq9sSYIONhe3GLndZrsLtzpoys/Leypt3iIgT55y995p4+Nba58R12c5CWCofKXRvRJw4wz57f+tb/+8/JJQGkyH7MpNQcB0ljIRR3lhJfZN/I+wa+EJ6Snf1HmlMXMeBrhhx+XHketgzjiPnZyusyTS6x3tRji6XPa8/eINp/4RkHJPP7Hc7vN+Rc1dEX8eutu5cvx1TqzYQu93uVtHLWaiXaHHSVGRy8bbvOrFJcPGoy5DnOToappTIIRYCg+xWjNaEKJ1vQpg9us5XqiaBXKifsuOuO8zTW30v0zQRlRZnTHkhpBBmuPTFYebpoPaUyFDfQ72vzQpjXYnELouSErJGymDibf3GaVf+nXTo6ju58x/XTSmd4Tt5HX/wilVXuKyE3oYqmYinA0kltBXnWrwXdzlMUSAm4aqSe+TsU2AMruvZbDYYxLSoXzRYKx3I2eaCjPhxfOLNT3F9fUPT2Lmjr6u8MW6eE1hrad05V1dXPHjwQGTe1jFFkUoPfoK8497dMwyw3iwZhoGb/chvfeGLrLqGuPuA68unEAN+8CwWspOp3XUdPrWt42Z3TcxqLrZdI8Ovl+/co2mkyH/4+BJaMLpnu71i8nuUaRmGqXho9CjtGYeIsRmrM2GUwnqYxHSpbe0sxe+bFrS9RddqOkeo2a9Kz/ijKnDUarHEpxFSZgjwtfce8fkffItf++L/g4ky0LM5IyLu0qGbjEGsDmKAi4v79MrSZ8X95YrPXHRM1zv0GFAZDs+uSH6kw6DxREYW1qBC2fbahu3Zhkc/fIa/eJd04zB6gVYiXFFRM4QdwWd8qMKYiDMN4+BpbTPPfPw4EaNiDApN4vrqgB9hHMCLX/C88lgt8gpnoHMwjoIIGcQwCsA56HtTdljSue73EznL/e6uYN0bxkEUwl2nePnBPdq25Xy9pOs6VqsFrlHEYAiF1bLsO9brMxbre1zfRIJXfPX9S9798JqRht4ZnKrwghS+4KPks8ZI60rARSm+p3RL58S6thIXasMQgqg3rbWFucYcKj5NU+m4Azc3N+QsRZlYaIGloE8nw9a6CJzy/HPOxOJ7XmmXfXmt9fc+yHORFd5L5J2It/wJqUHPu4AQI7lCpRwH13U3W19PffxTskF9fVMss4KZCHKboXdKcAB4evXsCznnb6fWv13/vjsK+ovWuy8W7O/8NdYFuL49A1grjAU4Wtcen01OVLm+FAp/fFYFFH8IKoc0F7GMMsQsAQl1Am90Jn6bpG6jHDFHFGJEFdKhMAjK6zrtGrSm6V5Fq8yP/+iP8ku/9EuQ9/MLMkpz/84ZbWc57LZozOz0CEWxOvONZUg8TjusaUgJzlYbdrsDy0XLBx88whjDfhigJKwr6Z8AVY5DoWNKAiPayJbRGPD++BFpp8khkTNYfdwyyslc/qa8TWuE6pfKsXLVeyQGkspoCz6AypYpJxZZkYhMyNayNVIUN8A5cE8rNlnzIEd6YGmgAbbaFThLFgLfWrwPDDJ74m45qsEoRpXxseVm0fP440vSZmTwBj05SHB9tWcaPNc3W8ZDwe0zKLS4/NWBHrBeGBprmAaPNqBNZrNqOOwnSLA5N2wWS9adZbmW5KJl37HoOvq2ERfEnDEWYUCVwlK1GEHpcuwkyLi1hotFizbg2p6MQGt908puyxVsN0vxCVOEmGiceKc3iwu+9uiabzz2pNRxdX1gKFRCmyJN1xZYpfDzw5MYngAAIABJREFUfSx04ERbRG/GCR1zGIbbw3ad5/PyyHA5Uh37vpV5WDkXpkmaiJvDwKEQHlISakMt6D6GsioeC2gthPWxU0o07TFfQGtN17hbPkU+JqYCZ4WQiGks0NY4F2FjDEkVy1ytcCWhSyFCpNPnq6/1VIdxulOfLQOotegk6P2kqz+dGVxuL/9kFnSliqLvpKGudL9cSm1+ocDPXTlHDKrSBlMqfzN37C9U+vl5hUEz/15oJfOQUM+HX36Xa0skT4xBLAxSAlS6tQbVpzrVe9X3+W2PR/27MuWbj0l9jPIfRQsEtARmkovisi4ax+MkP5fXUguOUDW9SeRU9u8pYjkOF1V9LqRztKXAWiAA2q5kW0siM93+u/Knv49BW+80f6t48TAohHIokwiJeWty4nWkeC+VYZnhjnWEMOCUyL8dcGZ7xjASjGKvMtFaGuvY3uzIBvYJzjZrCX9Wiu1hz7fEVZcn08hUXvcITAoWhUFnOlj1BtdYzlZLrrZ7VExsrycaA5TksRxh2cO6g/t3Dav1ggf37nOn39D1htWyZdkt8cqhtEUbsNmTUsN+f1MsgiPD6NGuKcNzKZp9czYHq1hrafAMg9D9tBZr3DCNGKdRjSVFKx2vkpITuB31h4rk4LFGCrrPmq98MPG77x5QaoHVpjgLRowS6rAxhnEUwVfwkTFMoBKNsRL3lo6y/eqjYoxBGym6fdPeorNq25RkJsNi0c34dIwSEjKO40yjlGG0FNW6k9XViTMfqYKVzDBTndVtKmHbCuGhbVtZHEMkltnO4TCCqoEVR70DMM/l6o7bqiPVtxbkGCNj8DPsVLF0q27z7quXUe3648kCUN/PKQa/3W8/UkH/rsDQT29KQ9/pIjIo02UlZk9Ca6orvXS2M01QKfSJb0g9FHMgshd+qlKF35vBewl5zRm6FkYPWRfcbpKOUpgQcrEqgwygFHRZONDWyt/vAwz7hKSZZE7oISeFtT3+LKuT76UMKprCXKnGSgegeJugUCQCQeiJGHRZwnIuPi0oUgaNRe5RKIxIZx2zIHiKiCWTSbQReZOFtvf573+LX/jFv433I++++5D/8j//6/yb/9a/QsoHjM00nePpww95+KHi3/i3/32+8WggpwM5PSNzBeq4s/k2m5S5mNejY6H0/Ed/l3kZKu8bE+kifFJr2lLwDsC3csQu4G6rac/OoWl4ogxf3x744NFT9hlMmHBMdMBP/NjnuHjpPs9j4PnlNf/7r3x5fm4F9FYgG11eV6OhidDchXsWXn1lzXKhee31e6xXDyAG7p6tMArabiNFaLcnBIFmQhaGx2pzhuvOaBvNdrtlHBIP33+HIWR8SDROcX7vnI+99rrQQ2PABEAb8Yuxgv7V0IicM9MwkLQhqxaMIaNRLuN0QzBCibUmEYsXty1bKlFfeiCg1AJTXCPJkP1ELlkDNoHSkSlKylFUdmaBVHqfn4pxllK0rRMWjA9CZDhhbdR/60C3FtrjOaELc+RoRnb696dstIqb6yC4dLXgPe2OT+dTKSVcY28NKk+HzymJnW7IgejFcybH29qKIx9c/m21lE1VZ2knTopwDMp5kblyWqxV2WXnFAuFVhhjdYcnveRtTclHuX1XFHTnNK++fIfGtTStoXVmVo5O08TVdsfhEGkaiKMU16LFAiIoaJpM3yei7CJZrpt5AGitRfX97Dm9Xq8Z9mJDamzllwbOCohpNOjWwsETO4MzljAcWC6XTNPAarUQsy4/EuKEtYq79+/w83/7G6S4QWFkR4Bg+YoWVIfRn6Bfvsnm/HOc3/k49z79Kq++8oDD7gqt4Ie+53sZpx2bswVvvNHwe+99g9fv3eX8rGe1tpw3kRwju+2e7T6yXhiUs1zfXHG2XLHLCR8ObDYrnj/b0iTLcrXigw+fYNSCq2Hg7sUF+/0NjTO88sp9nn7rGed3V+wvFRd3rnjrLcuUD9jugk+8dYFb/gC/8ZsjPn6dzt7n977yG3g/stvt+PEf+V6++jf/Jwk8ZpRBZa7blnTSqWtSWVyyypTRJYaAr5TLsuvYLC2b1RkpjOQwcnPtWaYyREyJFvj8P6Dpo+Ll198gacP25oqnTz+kb1tSHFlew/0VPHhV0a/Puf/aBevFEpWh70e+/5U32e/3/GOf/7gMZRlniX9Kiaw0rpXuuO372Utl2S1li60dTVsYPD7RdC0xevpFy6pfoLXmenfDMMnc4XA4cH3zaGZ89H3PJz73aZqibs4hgoEQRuC47dbyZISUSEHEUofpMHe/pjF0TUMapWBnYzFGEadIyoGQJGavcVouEy2JRkoZcpIChQJVVLkpJHGYzAafQUVFVg5lGroiZEoU3DlGlNWs7IKmsSSViLVZUo6cPJlUwiIyKYkeIqdcmGGF3eIyWmemIFz1nBRTkIALpTJd15RZQRCmSRZf/7k41yKYM2h19PxXtXmrIqNacI9ipcp5j0G+jnRG2dlXG4YKE82MlhJSoq1E8UVVMPAMY45MhYU0f44ZohE7hdlR9GSwmrNYUpOZsw/kl0Wg9yeNh26N5mwt3apSkeFmy8svvURKifV6TZgiy+XyRCIsmPDTp08Fr0t+9sGYpqn4VWjOz8/ngdzVOHBzc8O093zj3YcMu9J1lw69QT5IHwoujHBt9BL6BqyB/W6Yh0LNssW5Ts6jxjGNI5s1XF8K5ptUXcUhYVDJEPKO7fUztldf41sf7Im//WWhnSnhL/+N5c8CFkyD6xb41GJyom0bfPI0i4l133PY7fFZ8XKbcYuOqMqAJlmGcU9AkbLm6RMZHX78Y29wdbXj6mZktVpyc31JiiPej3Ts+PyPfpbf/sLv8B/8h/8qb77Z0LaaOGZ22wN++4j/7D/+Gb7+7t9lv7MEnuEpftQ0BRstdAsSYLHKiHBEG4JVOGtprIIUiWlEYxh2e3KCxkookEnQaWhSQO2f8tqDDW++8iZvfOw1rt//EmfrnkPYYTpL/NCAbWn1Ctd0RGfZvP4S55szvPe89qcMo/c8eXLJ+cUd3BIe3LsvasvCuDkcDqzXa7bbLWfnS7pNP19cTb84Wk1oTX+3Z4oCK4SQyDGx9wd0ht1uhz7sWSw6rqeAMyKJ1xoWixUAd++/JEyoEI4CnMI4Ouz2+OCx0RTDOFkIxyLiqeKwnI9zGa2LO2njikrWoo2VHWqWYI6ULMY5EdLAbBNQu1mtNTlOMnvJ4uk++shUdhemhJ6/qB6ucMZp15hzxjqx7CUplCpCG3MMOp/x4Hz0QHLOicVxUjSNHNt5mJgSbesQ905hxVRL3NPXYpB82vp3dUhJLoZ/xlCDtZWKKK3mYzoz2JQ4QB4ZKsduvwbvnGLwUqdOsz8FQsnpxIM9H+VAOTOnbZ3uIuoxOaUn1q9TgeB30qF/V2Doq2WfP//9nxYs0CSGEOesS2MMmjQLFPb7PSmJRHoWLaQ0054qBSqOw4zlOefwU5w7LTnZ4Pz8nKaRD7HtFjy73jKkzOtvvMkXv/T3+JFPfQLTaq4ur7Hm6HVsTcOya0GlwrEVpsXgLeNo2Kx7GiWMlmEaiQHQHcP+MQ8ffcjH3vg0IWXW04a75w+4utxzc7Xnm3vFNx8953Lr2e0CT3cNxnagDco1LJtMo8WgyYfA0q7Y+5EJ2cruh0R/tuLgE+iWRXeXGALjzZZGa1oNIUwc9s9Yb1aM+5F7n/k+Hj58iMo9rrX8V//pX8S5b/LSeYvKA1//3d/hV37lN/j5//UXefp8YLO5Q0p7UhhJKTBOYR4lGHWEWToDfYfsnhwsGsPL9+7wI5//AZSCxaLDTxPOdmitGLaXtCZjVSRZ0Dnz5P33GYc9tnF84tWPk1Li/N59robn9Ks14xTQ1tE5iChCBtf0TKMM/JIPCDnSMo4jq9WKxXpF02tubm7m7b/3nsePH89WDH0rqTzr9Zq2Lxm1IQvFrHRYIUcaJ4lFKQeSDyIEw9wa+FHOybZf37Ki0CXpSYaqGYNI1UEKcg3ECCHMhaFCBfX/qeohKB4qvugcdH3MAlPO5mZHzjiIJjdHZsOp3ZT4vYcT7z3T5HRkXdRCVq01xnEsj5dZrnoWi4XE/HmhnE5jJARPiNNMExRM2qOSmOTVDn3WaOhi5hXEgM868Vuy9hh+PQwDvjBo6rGB328wd2poZ4yBEhpibATlcVY+38PhILusdKRfvsiQOeWWHwvy0QpgLrZJMhHGGGY+e9Wq6AxZv2DNm4+L8ymF8sXOvX5/dXP1JwdD98ETyBgN++HAcnnG9fWWGCOr1QqV/axwEwm9I0Zo2wWSGJ549vxyllcvl0tWqxXWOnCKQwgs+56zi4tZ5KCtZfIjXdOSYyRax9krH2NhW/67v/Xz/Lmf+NMkBSZNLPuOiztrAIFTsqIvpj/1YjcmYJoW5wzLrgflOD/f4Jxjc3bB2eYebtFhtaLve6L32OZc6E5xolss0F5OvCreuDQ7TJKdhGsbGr8mTSM+TPiQad0zkhZBz5PH32L3+Jqrq+d84xtf4+23v8L711/iq29/nfe27/HTP/VP8oM/+IM4t2Tyjfz8nSf8wi//LA/6Ddv9QL98jf/6P3rOF77wy7x0Z8EnPr1ApUf8xm9+CWvgsy+vefUVw2c+/X0sSuxY1wqFzmr5V2nxwpmGAT8OtNax3W55+PAhu92OL//mr/LSyxd86jOfZLlaEMOASplD3ON6yel8+M3HvPzyAz7zQ/8gjx8/xtgVT6523GxHHu+f89qnVnRna/Q0sVmf8+Rbj7j74D6+uOZpFpy/dM7l9rLIxWWAlpVimG5o9B1Cgm6xwntP0624uCuqy/XZXariNyqJqNPGkvyBEBKJjDUOpx1hGslxghQxthOmS9OgjcEiYd5kUQTHaZypbloh1hNKE31AK8X19vFcVJxrhVYYI9YYKMHPledeb7YyizLEMZROVBG9iIVIBooSuAqIbnnIINa21snuJAVPyhMZsFpLklMpQE3TzIO/2sl2XYe2dWgouZxKH8V0ttgFHDvZNL+X2p0KrBpEbk+R9RfXSqUy+8MxqKJyyU+dDfUJu6BabJBPFNlKoayoZadJYv+0qpmsxXJDH2cDtswtTg2xXtyNxPk9nNgU5DLI5OhR9GKhPv3+dAF68Xeni0fdCXzU2x/ZoSulPgv89ZMffRL494C/Vn7+JvAN4C/lnJ8reWX/CRJDtwf+hZzzb/1hz7Ho2/wD3/sJ6azj0Ye8K1N158yt1bd2ynWoAXIwa1xXlQu3y4WIAhI0fcPTp09ZLpcz9UprjXHFPEd1eKX4yjcf8qnv/V4+eOd93nr5Hv1CIJY4STAtZPq+RWPRWmEbQ9s5GttK5+Fauq5n0a/oV2uBgrol69UZqnNY09C2vdj/pts5p84cE5hkd+JuTdBT9AV/LOpQjkOjehKcyqhrp3L8+2NnVV394kmogPee4fqS/+vn/hu+9vW36W3COFsSZUSVOuzHsqUXx7qrqyv6vp8/FwkuTvOFHMsQO0df5NJxlnQvl0tMdri2YXtzwxQDq9WKYYxl1+RwznHYXxN8Yrle8ezZJW+8+eYtd05thOaWk7A/psM0v/ezszNuSidW2SHaHOPgYowM00iYip1qiLSl4FVow3tPRIrIfr8n58xht2WaJjabjZyXrps/F1E5Mh/raglQO+wYIyoWP6JpKhS6433lApbzUxdcNcZ4Ome/VRCOmGsgRSECGOOkISlzJK01Pqe5aycfJfa1OF7vI197NPL+E0gxk7J4kscslMvTsIlaEPtVM8NI0zRBUvhJFN5aH4eb1SwvZT+zZU7hhOrB9OIQ0BjD1e4GnyImSmZppS9mrWhyDfuWY+JDQM3+L/J4LTBFEdZpazBJTLUSEoloEZMy2bkriDIjyAoGP5XAleMiUWGnF5WitZD7kl5WP2+lFETxn1EvUBPrZ3j6OZ4OeevXbtj9/9OhZwmG/qFywAzwPvA3gb8C/GLO+WeUUn+lfP/vAD8FfE/5+lPAf1H+/QNv9cV77+nLEKq6z9VuYpomlsslwHyCVsWXUuoFma7G+5FpOPK2xzFzcXGBUmK/68excL3lZNys1myjQm/u8LM//7/wz/3Fn+R+Y9jtn9K2PdlJ12xMDaxu6fsOHwOb9QaNxTop6qZpaRZr2m6JbTrafolpFygVIWXGw0AKkaaRAhBDEAOkk21f9c6uH26936lrnSmudlWwMW9rTzA5OHrNn+KnMapSaMZ5K+i95713v8LV9TM252s2vWN3kCQY4xyZRLeSz6UpMvYHr9yZP68KaXXOoezI4XCgaUoWbNsxFE/wlDVds2SMYhkQfEK5jouzBR88+ZC+aQVy0xlrNV2/RK8bclbcf+VVDrsdixJW7ArzIo6Zvu84P78gnMX5XBqGknBfjqFzjhwC01SSghTcjIKHH7Y7gvdw5xwULPqFGH6NI+++/fYcNrxarej7nvt374ltRNvQtL28txhBi55h7ryUpsMKlSYhnuPlvO56N0vk5yJgHaqEk1C6eW0M2RzjyrTSxcP/tLgLjCF5fRLPl4v4qkJhswAnVffAozd7iLLgivgsorMlpcr2OBbmah2RUsIkjQqCH+MzU/SkIg6qHuj1NcMx3agurhVOqQvdKWf71OagWmhT4ySVhJxQIg9jOrJdwijwTN1N5CxQo7amMHmksANkVXhf0RcNhGgKsmJ+7hCOTeZpAzbDIkWMkIqh0CncU9+P1lr8oMoiY04Ws/r6S729BbecsmM+yu07hVz+HPDVnPM7Sqm/APzZ8vP/FvglpKD/BeCvZXkVv66UOldKvZJzfvQHPahSQI7sdwPfevQ+/VIUj8t+UexuYbFYcH19KT7SBRffbDZz4TtbL+etoTy1Q2eKfF2jyYXruihdvKgprZZuZhgPTLnl+vKaz3ziDR6+95iXPv4arVuhlUPbjDGaxnWlO5WOdLVZ0zQtjVuw2ZxjmwbjHG2/nj8IHxLD1SUxDBjtcK4WGMH7u64ryrljSId4WKRbuBswp8XUD7ppmluDJ7jtHV+3tUopEUeBRG6hGCaPzjAV+tk0BbaXH2JMRrkO1ztctMTo54IQAijV4EvnMIzSDe8PoYi2Etfbq3lnMvqJrl+hVObibjeny2+3W4wx4h/SdcRxZD+O3L//gDAdSrd6HKrtdjv6fok1hvWqL4u6XKg5Syfe9z2PHj2iX4nr4fPnTxnHkc1yM3OZV6sVftqXRV/OHZNl63y27Li6Gsm7ffk8pMCsjOGtt956wf+DGc+GIxZ6dB3UNE0738dzsr1unUABBZv2KZFi7dbk8aqDpCoMCOmqj+eA3OcopkkpYU1LysdzJZ2EJYN02VU63zgnw7ryhCklrFM0rYUbyQDV2jJNgdEHMlHgI3WMd9Nai5WsD/NCcVrQpaDdhh1OO1o4dqh1SAqywFSIJ8SIVeKGqZyTBfPk70IMszDntFM/vQ9KExPzQhJCQMcy3MwZr2eFhyyCJw2Qzrdfu3xeIqhK8biIzLOA/Ptj4+rnGk/ur1KeRVT139Ni/uLXR719pwX9nwH++/L/l06K9LeAl8r/XwPeO/mbb5af3SroSqm/DPxlgLZxLBYd46hYr18h5sTFxRl9280+0LXzPBwOIlgJgcvLS+lyisS+pqQDnN+9IIfEsN/Tb1ZcX17PQgKlFCmOaNNyOAy89/4j7rz+Bn/ni1/mn/7zP8X3PPgk7zy+YjjsODvv6LoFKYVSPC3OtjN+LsVcBrIhB8EtoyIMB1wptjlNNNaibH/r77WRi7NtGsFKS9dw3I5SeLllW+oPc3HPOeNPrDqPXFk9d+v1+5niFcfjpD5GrNb4cBRY5Jy5ub4SCTua690ksh9dWksUrZWClXLJY1WeejHELEVo0ct9rFEY08+DQ6IInpRVmE0pDgR2uxs611BaqRnOkQ4pEscBJs/eTzx4+SVJjDmJ+DoMOznGTnHnYkVK0tVuFksm69BW0S9KoIQfCDHRuYbd9mbuoJVW+JS5uHefYfQslkuBEMpgMwShoznncI0hvBB+nbUT6XjOONeQUsDnxM1OYsvaticXPYMubnvSFR99SuBoW9y3DZMfiWUxrkn2AOPkb138ddEY/VDuI4NVVQZzrm7zT2TqwgQxZSEoNtJR4aymcSLpmiGDEPE+EPn96TuTPvp9S5SeDFSNMbLb9gcaZ4mxcMiDmV93Ha4CczdeC+O809QKFRNOG4bg5+f3tUlRELw/lf3duh4kjcmScxJ/lhRAK1RtkIwwolKumHme6YI5iSCowph1p+uDv7V71saQyjUJ0JzYcs+D7JjIpx1+ua7q532KocNxoX0Ri/+jbh+5oCulGuDPA//ui7/LOWf1++T7f/gt5/xXgb8KcLZZ5jt37szdqFGK5XJZuvSeIQgtaBwPtM7N3iNNU6hLTcu4P3D//r0ZCzUodCPb2eQDq9XiFs6eihnOcnHO3TtnRNVx/+XXiVExPfuQVy/OsOzZ7WHymb4Rbu5i0WCNDMqca7BGfDv61RKltfi9NI6m/L5pGlS5YJw50sC01kQdUSqS9cgYBkwsmHktwOF2Gnn9uzrYzVph9BG3TajCILDlvrcn9cYdwxOcLdh6B2HyLNqOME7gDFmL+VWnNSEdL8CUEj6MOKORljJhnMGPMsvQOYsijozrW1G/kcXGOAu22y069vsb9jdXtJ3jYrUipcRhuKZte/wwMkwjTdNwfn4OgF6cFd8P2bldjc/lc8xCNV2s79K2jkMoiexK46xlP41iJ+AWqByxTWZ/c8367IzLyy1Nu0bphPdSHIy1JK3pVmLlrJzDGFcKT8Y2jpQlECXEY1eecyb5SJrtkQ3KQAyZtlsVyt00Q1LH0OiJ6q6Vi4+MrnOiLC6KuXRzAMnUc0cKuMviba+dFVuDHOW+Wah3yrTzzk0pMCSUKdhsBp8FblAxkFNEI6pKow3Bg58mfJYFiDCijCNHDUVHAHAYyyJSbIWt7mmcxRpDTrHg7hR73Szqg+JXLvz0I85f6sKtZB8TUumIT8RDZfEzKNAC3VTjuwrHzFa4BbqJZHwMKLE7nDvvmCJJHznpWmuylvdjjEGdsIpu2Qsg/PeUE44j7KW1xmYlHXm51mKBm6g4u2Kmg53Co6eQzoud/0e9fScd+k8Bv5Vz/qB8/0GFUpRSrwCPy8/fBz528nevl5/9obdpqmntGU8iDyPGOrq2ZXh+jTJwcXExUxe70hVP00Qu0MR+v5/hC+899+/fx3s/462nW+QaflA7iYBmGHbY1QbbOxoDa+vIVpKUurbBGEffly67aVFaAnPbRY/OYDAM+wMdimgXdM0SPyZMMeryKs0eEglhKSglrASlFNMJhck4g1lkDEfj/YS83q50L00WauccycaIUpMMx1KkEiJSoVlF2lsdvfwuo60S6KQxbPo125zp2yX+cCnOeOkYhaUyjMNIU+CQ6CeMymgyrnWkJNBUDkEk9NNI5xqyyjhjGIYd52cbFr3wlmOGadjTrzc0TcPd5RnPnz9nsViw2+1ksTLwjXff4Xs+/VmePH2GUobFwtB1Pcvl5mjBAIL3F2ZNUxa5VDr9aRzJWbHd7oAyiEvir1sN07z32IKVy0IqEnTXWnKKKCUMEJXUvFuSrXw+6S4PuIK55lAG3UZjbXMLVxXc2JfP282fc86ZXLBn2T2Ui9+KgOUIk5Q37QzRe+lETUIrWSxsrpzqY/rN6W5AV+w3Seh6RpFixCfNEDIpwn4KJDSZZsboQxHpWNtgjRd+uIpom5iCQxnDWLJMgbmbnqZiE3lyq+dVLYan1+jtsIujGnNmsOjbiVhalwxWXfnnBVOPogQFse4lR7IWQ7ishN9foU45/kXFWWdShaxQi67WGlM755MBKchOYypJaDkfB9DfDjZ58WffjsL44s/+qNt3UtD/WY5wC8DPAf888DPl3589+fm/rpT6H5Bh6NUfhp9D0Xtm2dLHnObBqDGG3W6HbQUXDymz2x1QSpfU9zK0sYY7F3fZ7/eonHFtS2stU4hoYxkmL1QB9PzYKSXhzzYNNQj3n/jJf5RHT57x7OlT/vEf/j46dSDS0DYNuji0KdvIwKkUc2Ud+8NIow1dp8lKs73eEeIzuq0Ij5QxhJBoqjqupCNp28yDXWMMTTH8MeJrALoYCPlQLFUaMtAUjnLSoeDtxRRMreZj6pyaB1o5ZzAQ8ySshRM2gdYalcFYhTWOab8lTCNTyjSq2BBoSZpvnC15EE6MqArVS/Ipj+b+VZCTUuJstZZuq9BOXWvZD7t5UJlRWBT74YaDT1ztJhrrmEKSnY3WhASf/sznSBleevUVWaxSwhiNTxN9t2aaptmPfbcfuHf3Lje7HSrDYiXFenuzlwW4U6AMi1XPfn8NCMY67oQNM/nt0R++eH4cwoCKgfXqDB8CTcHT50ATnWYISBLny3FXCaMdlCFyLpJuo23Zbhf8VouTpHAaRe2c0bjGztvyxlXqbsF7tSwaJmaMbfBButcpjKWI3LZ6rfYZ9ZZK8IhSEsihUHS94eVmQcqO/Xbi8dMr9qNHBMABHyaapiOTGIYdjWoIgwfTEHNA2SQLoHMzvJk5zeU8QjS6+JWfRvHdIgEUxpsq8wdViBB1sYWjPP+0qzVlh3r8ijIHQv5/2g3rLPzxepzqInS6IPgUZ6O5jODqshtT6Hr+nwxlJxVxWkQZpwtRVbhmjq/1lOP+In7+/+X2kQq6UmoJ/CTwL5/8+GeA/1Ep9S8B7wB/qfz85xHK4lcQ2uK/+Ec+PoqQkO1T07Hblviwg2Di2Qitq3MNrjFQhEbPnj0rTIaJ7XZHjJF7d+4yjQGnDLvdltVKitw4CpZptEy9oxL13OjlIjc0rLqW7C95+PAJh89b1v0KsiEk4Qy3/YKmka540S7IWmFdi6tDGOcIWdGvFqxUXwZjDSHJjqB1MkitoqngjycxhW1QsUhg9nGeJcnxdkgF+piyIp0G5fCCAAAgAElEQVRfc4RfUiLGcd6JVK/4U9tQmdBrkp+IQRS2j775dRqriEb85GNS8+szWjMhW/4QPK5pOYwDXbvANJnhcEChiVFwTWstfpItZi6djzyWJo4y+0hhQqNxRnZAKYk/jXUNwzgx7g+41rHd78vQsRcqYZiwbcMYEsPlE8ZB4BZrG5arnsdPPmCzWpfXUKT76xXKONJ0AFQ53lD5xDlnVqvV7G9et9jeezorw+g4TjQl2qwGoMiAUJKk6mAeZXCNDMAF4pDtuapuOuFIG5QFFsbRn3SkpcikYzd/GG4PFJP3NNbhD1I4MZBSxORMJsosoUARTdMQ0xHWmHngU2I3DISYaWzLZnPGS+tzOtNyc7PjlbuOZ1cDOSuikQXbT0cW1jgM+KcT+ymhTUNIZddS0r1yTMVyIAKJFEXUB0fBUi38p5GQ9T2Lj1EpctwO1Kjst3o8/iCh0Ry9mEqotVbEIBz/Gh5/67iYY+ZnZaPUIXAt9BXyPC3EwPHvi3qUfBIaXZ4DfcT45yHtt1mY4Pbg/aPcPlJBzznvOLqM1p89RVgvL943A//ad/IilILNajGn6ORlM/PMb3bP6bsVumCi+nD0HV50S7q2w+jMunRhrRXM03WW5fIC70WcNA1mFuw0TVM684gvnF+M5pd/60t8/OWX+DP/8E+AmbC6JRDB9TTOUTNOAZJWYDRJQdM1WGULRt/Rum4OX/AZjHG4pkPbhsl7dCxCBtMAvqgFI14rrG2x5cSyGZp+MXcProTt1g6mbuHr96fb1hpoAbAs3UPTS3BI7aq11oTkUXmN9yNPHj9CZc0QAko1NAF8lgsmxyPFaipc+GmaJJRjlGGr0hpTukILECZ8EpipKwuLKpJyKP4cpkUpEXccDjvGcUDbnqQPYDVtsyQcDuQUOewPfP0rf5+bwxWf+uRn0dwX33FlWKzW7Pc3WCtdbducE4OInDBl+JQSwddBsscXs6uuW8wXVOXTA3Tdgqurq8JcUVh7DAoPUb5S2VnWQmG0Qcg+0iFLYRUXlFOMlCzDw6QSWlsRu2TJ7wx+QCvxLQmp+olHtBZRWx2Y60IDNI2RQp4krm6MXoayIZOjdOeHww2HOEoaUgxF+TrRuBajLKt+RdO1LLqlBIjkPcs+cP/BAxZn90lmhbUdY5DBYh523FxfMh32PH58zVe/9U3eef+SMALZohQM4x5rGvLMy5ZddbXw9D7ObA9VGiyf03yMZbB+5LLLMP6IlccYUVaRk2GcxMNZ6UgePNpZ/MyAyaCrl5AuIToQXqBJ1udQSZ4npTR7DYkNgzxepYqmEG8V3hnjj6Ioro9XKazzrgLJCz1ddE7f4ynM8sc2FP1jvaljFmHOmRQyWju61tG4Hmvld4dDcR/UuqR5S3flnGMaPRfn99httywWa2zr0MrQdYoYxRNGqZKQUyhIfb8QpZxtiCVE9/6q42u/92Ve/fE/TQ7gTKDJpjAVWnKGvhMqJUmEH60WaGCeYIcwF3QR1xwKJ7uZxTBt2xJ9wDW1Q8s0ypBDwhqDL13VPFn3HmP0zFmW1f1YzOs8IYQwU75SOsqjK6ZXO6KKN8YcIClCkI46FjFK0Epi8ZKVraMWM/+YJ3TTEuv2Vosaz3uPNkL1q8dCa41Okbbv593AVLDVGrSRx8N83Drn6JuGyQeWneDg67M1QS95++23WSwWvPHmJySFapjo+yUpQWMkqHrZ9VxdXbE+k89ajpnDGMGRRUY+HUM+uu5kd3Psvpqm4ebmBjjdeh9tUuvgrVJkQwiMu2GG01JKpAJBxTAAAsMoBdaacv55FIlxlN1DnA7YpmfyGUsGLUZbOWemYVd2XSPVa8R7T3aFRllpglaUqWhFwqFMwjQGDXivcKGl648dXxw1bdfQWINrDDoPhGHPbnhCDlvabs1qsaZTkLVQF41WYuIVEm3bs897Dt2OtYOVveAmbiHLMWjbVhatYj0g74H53BDYUK73GCOkeKu41ftUHnsVH53qNVIIxFxZOXI+N1pmEzlGQgwcY8yLorP8f54LqRegqHTb01zw/+kI1Zy8ttOhZb1/fezT/0uZO+76Tjn3pxDL6eOezgc+6u27o6DnzGF3M1+E1nbzhy7qUaHDrdfC7Y7eE8sbt1rPw7P33nuPZSkeathxfn6Hr3/t63zsYx/j5mbAe8/du3dnCwFrLa5tAU1oGj7x2uus+45/5M/8Q/zyb/82/9Sf+jHarprwiA9044qwJltyDqSUOTBgGymq69UZfb+kW3bz2xMoIc1b+xijZD0mQ6YWa0UqEEztECsmPE+7q5pN6zJAy3NRkYul+kgcxUW6YNfyd3Z+3/WE0iUkoS4KVY3ovec6TmTTiLFTeR2J2yeiUXqed9Stad/3xBCRt5EZvZ+5xV2nZmhJni/fEqoopRnGA33X8qUv/l26ruPRBx/ymc9+jgf3X5FszWaBVi37/cBisRAucfDkGFj1C4KXbf9yuS4X7UTb9oUC20hnZhzaOFIO2LJIhiLoygDKzJh7nbGMRdxWL8q6mKaUaBereavfdR0xh1nV632kWj3HGNntdgzTviy+0v0/2W355le/zqOHTwhlQN25hrt3Lrhz5w737txlvbmL62WH0xqLRQaTfpLiOaUDWoktQYwZoxMxBnKsUYpeqKEpMk4DXo9M/orr7TV+3EHW+KRIacJwIFvw4QkPv/llYtYotyFNEZsS+5vn7HZb0F4yU4cWwkXxTTrCDzkptKnnS8S5Zj52UvS8eNeUc9xPR0glRvEW11oTS6BFpW9WiGYak2QVlDw+o6QzN0pJQLyxpAiRiLO26CCOxfMUu58XmXqup6Ow5xajqSzoSVan+XM/7aRPrQNq0X/Rg+YUdjl9/hdpknVh+Ci374qCrpRisVgQY+TOnTvs9/uZynQ4bOn6luvtFYvFQnjmVoali8VCigfHbdrZelMOvghTPv7xN0rXZDg/F++UKlXXWtO0LUoZmtWa8OoCbSK/9dVv8BM/9P10iKjBuY6ubem7ZRmSdUCm6TpGH8U+swx3oBjwH6TYOCc46nFRGEllgLafBsapcm/FV2N1tpml8fUDPRaOMIuGpFs5ruzCXjhiiBVSOcXmTjHhmYJFRCNziRijJLEMGaOEeRFjEMyzOG/F4mBXdwAqRxadXKQpKWzv6LqWm5sbnDUEr3HaYZoSzl2gmvq6bb+CEMjKMB5GFu2CxVphmobP//CPcXN1xec++xbtYgG6IRc5uQiKPN4fGCaP1abYAjsm7wlBbGLlmsvEeCiYcsCfeIGcFuim+NPIe0mzg2c95nX2US/yyhgJIeCd2OnKQFMxDGJ9oEf5/WE8sNvtqPFsSSXW6zOiMfgpMx4cn/vUD/HDP3RGZwUW7LsGi0Kl6j1SKXRy3aTgSWHEqUwY9qTJk2JiTIEweTGGix4/7ZmGA2PhT8dRvp/CSIieGAasArveYF0nMEnY4bqWd999t8TCWVAtvWtQGfZ+W3QXLUNouUmWSUWUcuRc4IRUKZbHnNu6q6xNSoxm7oBTSuCO7BJrLTodw5OVljjJWvDqDCIHT84JoxRTiLhGC322cPyVsqiUiSQ05jYF8uT/tyCxcvuDhpWn969f9WenmbsvCo5mG44X/vbF+55+1fPzo9y+Kwp6iJGr7Q2VethaxZRFEt623RzOrFLm6skz+kVL4wzD7hqVPM5k1osWSKyXxbBfOUSwHGm1YSxWnikk8Z5WmfWyn0+wjOHsvOXXv/g7fOZ7f4BPn5cLOVtJ+8kCVZjiKmeMZjwMxQSswfQtC9eyXK4FV3cLYgoYLM+ur4jJE32aBTz1g08FY66MGziu3LWLnHE6DMo5Yk5EozB4UqofuARTy0kgu4Kmsbem9yYfeb61q64XDoBZX5BNJpSEF5tAqWN8l+RglCg0pABq1TD5PbkIjRKWw+hxrhWlp7q9bR6zwi4WRR4Mv/53foNHjx7xzrtXrJfw6e95lfP1ho9//OMcDgdWqxWm78RIKgSGYU/si9VBkEH1YbxEW3j9jdd59vwxy+4cpbIMre2SZ1cfsmwbdBZabHICnxk04zDgmoZFL3BNjokpeoZxkEXXH6T79ZlwGGncgmfPbjB95OZmz6P3HzEOHmVg2cu50LmGYODB/ZfZbM5ojWHdOFyhrOpMaUIcFiviISIqId7708ju+VMOVzIsDdOA9yMpREKcmEog+X7YMY0yOB+nPZAYhj2TH0gpkAxzNxpDRkePQvyig8/o9ugZTtOgU8JPB6YkqtocEqpg3rbpcY1m2CtcA0bfheS4jCOjvUscIrnVxMOIa47+MVXtLGwuPWcSwJGWJ8VMOtKAYbvdorHC9MrVWMzii0WGqcNMrYgFVlN1nmCqc6UIhNBGgqOdhZTwfrqFUc8QGswmX6f4dX2d9Tazgk6K7GkTUBuw+tinLJd63Z/CNHU3fsqbr7eZwvodQC7fFfa5bdvkZae5uR4xSuK/dNGuvPzyOftBWC9t0/A9n/o0ylrOzs5w1kASL4WcEk0jeK/WYFxDmIRS1rkGw0hbDJSccZhWhD9d10HWbO5ecLXdgXF86/ETPvvJ19Fas9sdRCk6ijeIK7Fgy/WSrhN4Z7lY4wn0tqOxLVHDql8RcphX7aykO5jtfMtwE5gLee0IZzgC/fs6iBgj0yDDrZSl061+LhUjr1TIaghVn6cmlAO3/EMq1JVS4gv/599gevqIZFrytC+hCWbu+k9PvJxzEftsj/Q8LaKTGD3Rjzy7vObq6ornz5+jlOLVl1+ePXVAKJ3ee+5eXHBzc43KMITIvXv3cM6x2+2IY5htjquJUvX2CSHg6AqMJccimIhrDLZp0KZlHG7K4nn7glysJDR5DAexfj2IKnm6GXj+/DnvP3pYHAUtOx+5e+ceDx68LGHKmzNiTCzaTlwCs5eFVNUU+Dxbv2plCX7EKPH0JmWmYY/3nuAPeD/hp4kwDkx+z/XVJTfbHTkGhv2OYRSGjw8Hip0JAMZpGtfPcEZWowxLi8c/AYyRsEGlFMEgtrg5Q1Zo25XzQsRoRjdCScxixGVNxFnZFbmmI+uMpUfpQMAyDPDwMnLIaxbWsp0i03Qz6zvguFus53eFB+vuURgjFa5IjJOc5zVHtDJE6o6zskIwMgNK03hMunoBo67zjJwzsTJcyIR4hFTg6NlChT243SV/u276FIY5hWZOaaL1uqnfn+4ITmdf324XXR+rfr8f939yMkXv3b+bf/qnf1JkwzEw3ojZ0zAMxOgZw0hbeK05Jg4+Fd62nj944YJ6ri+v+OCDRzx+IhmXGlgu4M1PvsnFxQWb5YqLO2esNhuWyzV9vyz0s5ZF10HKLLqeRGazOZduwCds16O1pm1F0JQMwhAw4gXTdQ2mdMYoxTgMmIJV78ehXGhHb+Wq6Awh0Pd9YeDI8ThO3s18/xjFPyJ68cc2CZK5LcqoJwkwn0x1qyuCi+PJOOPy5VYvlF/73/5ntg+/yqQ0jAP5xA+kdlKngymjG4Zxh9IRrRq0cSKvn2QucISHxG51tVhwc3MzD4en4pm9aCVUwo8TtuupOgGhtBmaxvL06dM5cODp06dorbl//z5u1TIOnv1+EAtb4xiGPeTENHnu3Llgt9vxzjvv8s477/DKvQe89MrL4u64XrPe3GO9XtM1YhuRzbHgOOeK+jLjbHvEWcnzTCN6gbuGYZBQ6GliGg+Mo1BphyEw3dxwfX1JmEb2uyv2V1sp1Ph5wK9EhEnjQDcdKkVRcBanSxGMpXm4rpol5JL7mUMp3EcXw4Sbi3P9vJwxKAzONFgndtAAbdujXSxsDbmPhGgWjFdpTOsgOpT2DF6z2wce7RIxL2mV5/owYkzL4XCYmxY44snCAmtnePSUcludR6vnSkppbjJyzrN4bqb65TJvQs7bwQttNSEzgvkYpDRbV8QYKQYItwps/dfWZuWEoHH6+3ptfTuxT32uWffBbYbKrUFwOrowzpTkk9owk0PSUdB3mA5/cvzQMyKznmJk0a9wWlbtpusJ0bNRMvxbdj3ATL9TSbikvlAcY4mxmob9LLe3Slby7uwClTLTNHB+diYUOyMn3fPLLV/92td4/MEHqBR58uGHXJyd88orrzAME5/+1Gd4/ZNvcufOHVartXwwSow5rHM4YwuU4TASG8B6vSQm6Ur6IDaktfiersrVn7qaTdUTV6iAR8jk9GRqrRNnlTJ7OO0iKtPitFuo29p6Ep3ieS9+bc7vcPXo6yhtyUZLp6cUtgwHJy8XfS7dbooB24g/vbbC2bemwS6sJBRl0NaxWMmA8mY/kJVBW01WhpRF5HOz3+NcK+KYYlKWdrJYX109ZxwnXnrpJRaLFc8uL3nv4Ye8/vrrfOO9b/Hl33vIF377q/J5I9dvzPDjP/oK3//WD6BNw6uv3eXs/D4/+mM/wbA/sNls5vAKrQQGaKy8xwFZ1GOMYkUwTsTDiNbi3imFZ5SBYwqM48h+ew0qcfX8kqdPn3Cz3TJO13L8lWPY72mdJEoZoHOaGBKNhbaBbtGRGcgKEQklw81+YLVw5CwDwYjAaWHMONcRvRQMawtxQHdzI9D1DSGbsisrn3/53HUJAJTg0oqPH5WXOWfxtddlpmA1xglMl3yi62WRzkmhVUZZjUV2rcM+zDbY1SMImHemtZDW84+sSUpCI6ozo+ir1Bz+UaHJ04KoXaWPRpI6dsAxFb57hZpyKlBbWVTIM8Z/2qXPC55zqNMB6AtMFeAWceG0eMMRRqqP+SL98PTvTn93CkPVc+x0Mfiot++KDt22XX7tU29x5/xs7iidc/SLCkXItl8jbnmbzYrxMNAvOpHclyJmC81rvegxTrq81WJRRACZi80abSDHgGtlwNUUGAYsbesI/iCdZVF1mhII2xf5r3NNgRpaYkzcuXOHEBJTGMgxc7jZMcXEkycfcH295cmTJxyGic3FHbquo+/7grtblsslm83mKEbhiMXVmQEcGQGUQNpAFmVtOg5sTrG6U4hmfiylyP44Xa+0xYqfV+bL7up9/u//428xpUwOB/x09MMQZoGdxU7y3DKpmPwewVqFCqhyLJgvJ0wRh7JmXrRSShhX3ltSbLc33D2/yzDsRCFcdhZ//52v8fd+9z2+/63v41d/9csoC6+/foePfexjvPrqq2wWic1mVQQribZ9hRgPLPuO9XLJVGinzrbzdr21TkQx48R++1jOkRgZx3GGvQ67PX6cONzs2I17rq6uePbsCSklrp9fF1hQFmKrFYdD4uLclbmEZrGSi/Xi/AFTgrZtuL58AsrjxwAocszkALoYfiUFIWiUXeCngb6RmLaUIqglTdNC1sV73RFDGb4ZhWuy0ASTdNw2SlNQE3ayKRQ9X/yBSII/KyUxiNRGo1LmcoGhazdpMHSgJny0XG1HnmwNXi0wKjBkTQxCrRzHcYYSK3RyyuKoRdHZVs6POM1FrZp2aa0ZxnGm7dbCZ4xhikdbgBAC00k83Wkyk8CdzIQBVEafuEaewh22vM9a0GuTc+qjVO97WsjrtXE67KzvvV5vpwX6FJM/XTRO71/vV2dPH7VD/64o6ErbrJsNFIgBRQmadFBMi8hZ8BOlIHXQL7CuYdG15OUZBlW8PZbcvXufVTehNdy/dw9rNW3f0vc9jXVkIutuzaLrcCbTL1ralMCKeEelxL1Fz/Uq0y16zpJFq7vygVlNbBsWSoJspfPVJLMErdCFoXDuK8NEtsiTH2iWgq+Kii6RfWF6VKwvjoyjJyXY7/fcHG7mbn2/32OtiF0ENw+sF/3cffd9PxvrNzUogxYdhRI2xoBXh5lmqLMU2sub53RtTxgDi8WC7eUH/Nov/BzDzXPQhqubSyyCB4esaawl68TkJf5tmoIwYpTGkklF4l6Hrm25SCKZ0U/sDjc41/Ls6XMxYNsNvP322zx59pzL5/Dyays++clPslwuOT8/Z7fbcbZa07QStFHtaZumY9Eu0drQNO7ENlmcHVNUbK+ucY1mc3aPJx9+C2KQGcdhlOFvDsRx4sOnB66fPuZLX3ubyw+3dAQOgwRX37+r0Ri6pcZ2gk93i56+79k+/xBVmBNeZYyueaFZnstp0JopNAx7GRbut7s5gbVprMQuaottXHHtbFC42c7hFqPDSuGVBkAguloo27YlxOkW1GB0e4tRBMfFHCBrEd0Ifm7J6qjefLGjBGiVYVIOlz37ZLjaex5fBcb4/1L3prGW5+ld3+e3/Zez3HOXqurq7ulZGs/i8YztmMHYhGBDiAwoxCKC2EJBSaQIIl5EygtEhJDICySUKHkRIiURElYESmIIcggRBBMwAYO3eGFmPJ7pWdw9PV173br3rP/lt+XF8/ufe8ugcSOhyD7q0q2uOnXuuef8z/N7nu/zXSps1AxaIu1uY87T7ydpvC4slYnXXdc38JYv7KSb4JeILxOhD+kYNuG9xNvJdeUYx4GMZxyLk2rxmrmZal/upI3WLz2/lPMxTaoyFszNJJBSwhfIEG6WlzHGo2f6xHK/XbQnz6YbaPKGO6+1JtwSR/3aaXp6rOn+MUZ63//mKehaN9lUb5SEFYdyhd/ce+LoYfLXr518VRayQtU1OWasu8RUtVAfg+BtaTjg+142qylBbovZsQJjof0IOAPLOebsDHcyZ7aYcbZccH6yxCrNJ03Dt96vuPNRw8xcgHXo0TM7DKznM2Z1Q+UM1mqyG5n43FpbslkcoZUpP5E4UteOyskb72yLcSWhxmhadyPISClR2UmBKBdYYyqUnmh4/rgcVEpshSttJMD4cMAPA9v9Y9aXVzx87z3q+Yx7H3yTrus4bHdHo61MpHINs0LJc05xZ7Xk9OKc3WHgrV/+Gd76/Gf5lV/5Fb7+jffou5Ht4Zrt1tPUlutdYNbKuGxQGJvp+0jTiOXs5DvvnOPOK/c4XZ0XPnpD13WslhJaIhbIJayXfFwQy6S2OhYBaw1tPRcL3f7A0HXUhRIJ0t0Nhw5tK/bbNdeXT3ny/Ao/Hjjsr+n2G9bPM8tzTV1bqirT+5btC8fjjefQb/i216RbPz+3vHI+o+8ODATaZU0XM3fvvU4Kjr7fkHygqVqCmZcsTdnlHLoOqxLjEFBOcjdBpkNUYjE/BcS5UTq+4oFTTEvntTt2tlMRyfqGumi0I6l0XK5LkMf8WDCMkaCLaZrKOaPcy+O+Rh2dH+W53eR/3oY4pkLlFHgqapXY9omDh8c7TxdqlM8EIyK16XZ7Ahy9Pz72JBKsqopZWx8XmCDq0RBuEqempeowymQ1doUllktiGRPNcSiTTHqp+Ep9uRG6TZ327aWj0vqoszCIr81tcdNtq1yQfjOlRIhRRFzhZpE5feaPTLVbBXo63G7vFKbu/jZr5vYETflev6kKujKLTPVtFHoKMAIGvMfOluInYgxYByhwAW0rUs7UixOoXxOvYzK2ajDOUsct7XzGbn8gKYiHhnEM2KZFaUtzKsyGdi4dbxWfcfAdhIHDZksaHjJ/9wEu7mmi4SrNGHFYNSPkPa+h8QRWbsnrH3yDj995jbPzO5xd3EVbS2gC83nLcrlkPp+xWCyIS8XibEXnR4yz9OnAzNUQIlYbdD1HTUrNOLJsFvL5MIX77eAmXBeqYooxJRYpZ8UuVmuM0pCFqpgK1p+VqBknybLVpsjVZSLQOXGIIy+uN0K/a+fs1w959PaXeXH5jMdPn5D6nuB7xtGTfaaPXiLSknCBby+FpsPGmKIyjRGrLc4JpKbNjdTeaoV1muHQUZn5cZkKgBabVWsnN8JA8APPL59w9fwZMWgePHjAs2fPePCgp2lhtloyqyu+8+PfQh/2wrO2I0b3PHjwLq5yXNy7S+i37K8iL57N+NLDDSqM/I7ffsGh2xL8SFVDDjB4Bc7wzjcC5xcOU82paokyVGjmjUNhC3soYasKNcFd2ohtbRABlVZKHjfnEtEnuaMT0wOAWyZSUzHJaeoOizDm1gJcClR+6f9jupGkw8uc6hgjdVEUO1sfP4sTZj09xm0mlDUKT4UNAxHHVRd4uot0qUKP4E1Ep3w0Xrv9vVJ+mVc9db+3GS+ykBSXx0m3oYunTcqKbhyO0YYhjMep5TbseLtg3+7CJ4ZXShLDBze0wCEGmAp2TOLzlF8WFE3FX2uNRR2Dt2O6UYfCyxPQr/3z6evtrvx2Qb/d4U/Pb3r/ffK/eZai5IRRXroUPRnqZILJoAI5OrTSWFcz9kGkxV7BbM7QAbsXqLoqkE0mHGBwNbtoSJyI9/B8BeczghKM0FcLaDW9sTTn56xPMsYZ2srwStPy55srPnNfU3+0pmeFbjM/9T/9OL/4I3+XH/jUb+WdF7+AqSvW3Zbn2yc88A/5whfX7MaRq77jKXtZ6nD000Nxhx5DwoFpaKNmrhzn9ZyL1SkXdxacnJxwdn7CnTt3WH5gziuvv8rpxTnWOeq2WL4GRUqZ1NoiXBLjKDO5KxZalmkzlTZYbchGlYCN4mVjBTsVYbQ43w39gdN6hhosfj9y9Y1LxtATOsPlwxe0tiXNHdFb6koWWadqylEMGKMIUR8/PEopusOOyliMknSbKTlqHHvpqCJkH8WqwUfWz56j7eUxOk4CsF/w6NET3v36Q/Z7cI1mtWzpuj2vvXbB5XrNbhe4uJhzcQ8W53fogye7wOK84lSdEMYOa0f2+wecnddcbTybjeDj188TX33ngG/gtdda3ntwiXYSfZdoiNpQr+Tg/OSnKup6RiyWubKAXGBNouzdyAhHeuFkqe+9QDy2rrDaUVuH90UBWArHeFQrWqEWlqX+sUAohdEBRcKV19ffcvODjDY3RUYEPXIQ5lxosFFCnFOUUIsQBbrrh9IdHmmEhuiHlw5npUTgFLWiJYunS570FOL4OGZPU5b/x9yBUrRMMTOrtEGrLAUx5aPI7VjUsyxbxcgtQC5EBy+L4V9bCHMIWFcVkoMpRAJ/hDFBkoIkT0JhjYdK/I8AACAASURBVH2pgELp5I8HAmJ5EYK8VmScvmGkyHsmXuxTZqu+/brdYoDdZsnoknA2YfoxvGxpPO0Wjve5dTD9y9x+QxR0pTJx3EJMpE6Dc+ADmJaYDcSOFCyBRFUviNOGfHMoHb2MizL+WLGdRZHGgKoX5GzQeSQdIiDJMowBt1rhY6R//hBztSA0e7Zmxd3DF/nSky/y8R/6PexDQ5c2VNcDP/dX/j5vDHd4590X3P+ef5sPfeeb7MYdr8zuMq8il9eXfM/v/G30455m73n7n32eZy+e0n7sLhcffIX1PPHqhz7ErpLQ6b/8p/8Mlanorw987hd/kbd2G57vRzqx/0GjafQpm6RJxmFiyyiJh1g1Y3TX6BPL2Rtn/JYPvcG8mXFhDaevfpg7d8758Kv3aRYV1ioqXbNaiCrW6AqrxY41hwjWcbZYoTM8G17w7PIJs6ZmyAf2hzXjcM3Qv8DO54SDODamLF1NGntyDKQwYmxDqw1jH8jFgKjSidAndFUxdoOoODPorEhjz+V6y26342tvv81X335Ed4DkoF6ueH655uMfvsObr2q6/jmv3LPoJnDSLsiMDIPC6C2zWeDO/RVdN1AZw0jifHXOvdNzNuuB9fVzXlw9RekRHw7s90IFXMw7ZrO7nL9R8f0fW1G7Ch96VGFBhAypMER0ccOcFZZTylKQXfGySVFTNTejfUiRMQaMNWgqfAiELP44w9iX617hYyKSaav6BufVGcpBmREr3ZRECamURinpWL2/CcyAwjLUggHHpIAR7+XxVZBFdUQWp+gbaXrOuXDpZaGoy/MwxRCsqiq6wWPUgoqAz4ZdtFx3Bw5jpAsj0Sdao/EqEo100DKtFFZLChIMo0RRnJLAK33sjsXLWgvppoONMaLcjeGbUmA1xOI972PAZUX0QQpm5bCVxSA1YQj+pc73Ni49FeKUEjF44tS5l/QqTZKgDy0H5BTfY7RmyKIgJwnTbWLs3NZ83OamKyUq61RSrqbHui3rn6aL6WCYaJu3F7Dv5/YboqC3M8unPn0fqx2Na+iGQNvO2R96dtuOzX7H4bBju3tG6LSMmiljTUtWlthnwcWzAttChJQ9NAuyrqGZkawDNwdVQzWnmc8ZH29EpZESVGdw4mjswMmTr+OfPsKGzPVuxNaWB//oS1RdpK1azqtzqs1Ths+OPHzrHT7/1lPceMGGyOX3dfzsz/0kH/zMJ5lXEJrEb/v9n+bZCu5/4hPsbXEfvOr5z/+bv8T265e0e4i7ju16y2yfePzFr/DOV97inRdP+NC/9gp3v+s+n/jMp3i32/G1L/wK73zuK/y3f+PH+Ho3I+0PVM2H+dIvP2bzq49xKZFZkvHEmZiZYYEI9ekJ9+++QZPv8sb9D/Lmh1/jzU/c5fy1OU1zyqJ5habymJjhIBas/W7D47e/hg6e9dNHYN2NEAOOApnBexQV+8PI5eUl15st692Wq+stz6+vWe+FSggytZwuW+6s5ty5uGCxmDHYBR/65LfTdSMvfObtL7/L7/iOj/Ph+4r18y9x515D8pl+DISwYT6fQaq4vhrogHHXs9sOjB4MGzZPNgx3eu6er6hnhnuvvSpWy0NHZSZPG0dOCh96mqZGZairFt1KN9lgStKSRqvA6mQhPuU5E0KWwpcUIXpCFm8R2ecHYmmcY85gDEYBWcRixpWgiaJ2nDJDb9PoyBp9a/zOR78STSrRcRhRmaaYjjj0MHTi5JgzUQs8k3IGIk70RFAUGkaJbbUqi0pCL8EcTIIICNkwdJn1NhDUwH6349AndtGw7wYuuwM+GxZNxVnrWBox+jIYdDbglVhAlMi67DQ+RoYwMoaR3gteTkqElNC6IsR0FCfVOqKNLE9vOn4IKuGsJgxycFhrcdpIN5052vdKIeelDvt2RON0H4BxGrGiwk2pXyimhKjgPRkwGbQR//o8MdC4WWj+i7xhbr+/U0c+wVu34anbsNSvhWDez+03REG3xvDK6/ckeb3rmNWZ3e4x2Rnqk8DdpmP15hmVu49zgvclpCsKKRNDSU+pGqFsNXPGw56hj7xYb7heP+f55YF+iMRkaOdLommpqpa+8+Ajsb4H+UDPgvcO7/CP8kPyj6/41OoPEJXnsz/7U/xC/0W+zlPmu4bv4dP80uNfofaGEEZ694C133L/xZI3P36Xt37y58F6PvP7vpcHT5/RXNzj0aP3iA4Wo+ULf+3/4VX7Uf6vH/lbNLsMwbNqG9ZVz+J7Psgf/At/hsP/8rf5A3/hP+KwgHFI3Hmx4+zN7+a3f/+a1Xd/P9c7RfhOxavf/hrjz3n0JkNVkfvEYX7JRz+5ICRPVTXYbIHML/3s5/nJv/PzpPweH/70Cn3vGU/zns2Tnv3Gc/XunHc++3X8LlI1Dr/bsH7+mN3mBettRsh2RTsADJQoMSCj0DaTArTLhm7XoxqHMg2cZFIMaARHvtx0UMEb1WtobVkul6w3B1JKvP3lr6Bzxg+XvP3Wc5oaLi97hl724m5hebodOOwjr736Oh+bL6Tovibxb6YxxCD4bNfv0EqXsHFN284hiXR+HEeUAVfNMUZGcrKGwaOTxvtRePJAqAQO8FH8rikL3JzE9jZFGG956bimlRBoY4hkrEuQi9rVQGMtYwjoLKEuiTIJmGlZ5lHqZfm3xL8liJMC+WZpllKiK+ZjOU/01yJ/RyCbSOkgdREXkVCqJBWlRKZm140M48jgI9sx46Ni1w8MIXHVDfT9gI9KUu5ihFxBjuy7nlO1QJ/NiES0snLIRxgjTMESIZY80ZjwKeOoSF7eK5XFGCxHTwq9YB+mlunbCFEipXh0E80lgNqU3E9TuuaUszR8Wgu0c2shCryUKRBCkIi7Yo2bkry/ykrIvJJU3WO+KMiFn7jZN0y3l6iS+WUO+0uH9a373xb3TX92Wy16++v7uf2GWIreOT/LP/SDf5D90LPrdhBldD0MPdo4YvF50Fkza+e09YyxGA2ZytDt9uy6Q1EVyolbLeZMgcwxRnSFBByPouhzCkLSdD5jbEO46nj+4ld54OdUD77CZtWwWjd86nf9Hl7/8AcZnn6BH/8/f4wKQ4OmUafEPNAoxyHvCTS8wYqPz+7jdM2DuKbOie/7/b+b5Wc+wqd/12foRoi1In5tyxd+5B9w9ewJD3/lPe6bC4Z4YOEcszBnnRVD27KeP+SP/fU/y+LOBfnSU7/zDcxFw3oI/MAf/ZP87h/+9/g71Y9Tf2xk/SOf48OHT/LosOZsUbP8jpHf9u9/H1XVcDq7wzwvSV98ne2LPaav+ein73LvWxS9fkTlljTW0FaKNI78V3/qL/JTP/EL4lqXFTFHEkrYRQQJxZ3Gy5TIZKo54MBm8YgPPhEC6BK+NG+F9dJlSEGjvIVe1Lyf+a7v4ktffotDNxIitHju3INXVhULVaH0CHXNor7gdNkwm83our2YngVQlWW3WZNS4uLOOZWuRciVE+iIPdLKSqJ8vToWydH3dLst1+tn3Lt7QQwa5yQyMGlN1EiE3ygd3xgSgx8hTYtljsybaQGcc4aIJMOXz1dMAznJEtU6YbtorUlIgXOmOgpoJiripLSU565KwZFCLeKaGyVxzhnD1OXd0PZiVuUAkrzQrICsGYNnCDXdMAjsGDxDrPAxses9gxeorPcjY4rEHFF9IJfFq1UZlcEj/M5XT1u+7c3XuXe2xJQksRgjzskeJEaZ6rqY8WNgHIUKOJZiOrltjskceewgn/v5fH5UCOec6bruGGsXKToUpYVYUO4TSlEN6Yatcnshebuo934UgdIUpKEVtZLH1Fqu55RSmdaKSV0WKCveYtUcoa9b/PHbePhtnvptWuT0/t5e7t7+u5QSIYffPEvRlDPvPXtG0zScnd9HxcTp+TlKGUJMGJ3Z7XZoLQHJ290Vbdsyb2vp7Cp4o71H3/eMPnI4HECLJPpkIfS4WVNTzxeMPkls3GHH9nrNqnZsNlewNHzwlY/z7atzmua7OeyuRWKfD/j155mfLvhDf/QPE4eesffkmLi+fME4BjbXaza7LS9Sx+fdM+bO8Xj3lHHd8+SfjHzg+bfz4OAwM0OzWPLf/6k/y6tjAjXn/vKUy93bKK1Y+x2VcVSVKO36raYaMldXj9CPBt798c/yHd/3afRFYvS/yt/6q/8ld/7Et9KeGtZPA+/1X6BOFbqZ80Kt+acP/j66v6bWLa/ODG//ryve+aUvY/0Jr37Xkt/7Jz7KNXtMY7g7u4c9VLzzSwNf/eVnYEayb/D0aA0qZzIleUUHZic1MSeCEp5HChGDEXEWmZQHagttVbNe90QVGTuYWzAmofUIDcxr2D5+i+9684w7F6eMwx5nJNPxbLXCDyPZyKJtcbLk+vqahGG5Oi98Xk9Tt9giUW/qBmOKHe6hFw99LcwLjfiYHIY1KsNyuaSuahqrODk7kfSlStSuu74v5mWRum7JMdFWLU2lSfoEpSKqfCiNkgi7kBPD6AkpYvMNFU06b0sqYEYaJNA5pUiIEWMcG789FmfxJoml0BfVb0yT1xTaKFIQqh5ochI/lugDSRlChogmjRCA0Ge6oePQe1KEzge63tNHL6ZjPjMGCHGUCeXYSCYgUlpURE0godYBZERTmTszy7e+fsInXj/jbNaK99E0VRCJeV7uDCkPhJjxMZEThMnaN9zY2CYlRng+JLSKaNOijOwhYo54L0tlaRrSUX+RihV1VhrlhSdulSLmQM4KlY2YeJWA89HfzJtalRCXpDDKkFAcorB9ZKdiiFpSxqCY1GUJm58Sp2OYPPBvIumSEl2NMJoCplyD3grxwxpDDrLbuN3FJ0rClRjLvO9a+n4j6P4z4D9G3trPI7FyrwI/iiQZ/QLwx3LOo1KqBv4K8FuBS+CHcs7vfLPHN9bxgTc+gsqK2tbUtWWMAVtEOnkYWM1WgrXN4e4r949c1s2242R+gveeV++9iraW2WyByhLuG0Lg8vKScdijxx4dErXO3P/AfbqzE4Zh4P75iv0w0Pc918/eo2kqQHP//j2h0xlFM1+w323wQ4U6yDRw9+Q+4xB41byOttDU80IX6/nE7FP4zYhKFh81X/zyzxHCwLDv+M7f/R08f/geYxp46/m7qLnmMPR045r+MGB6Mbhq8oKf+anP8pGP3ecX//4/5vN/5yf5yqMvoz8wJzGAgmf/99fQ/ww4CL2uTx3945741cx4Z8v5fEAtIfoZ/tlj8ED2zOaOx8+/xtP0lKrOdO0CPUR+9qfX/M5v/QH+8c9/jedjj65gflKXLi0QsiGTOcQBNOgsPu0mQa0C6hAgwt1Ws6xbFq3Gnc+4c3HGrKlpSlpU9HJxCzwiXJvdZsPJ4oSoJFd2omA2swXOOQY/slwucVZxsjxhGCLeZ15stjLOe8/z6zWrpSwuZ7MZrq7QThFKkAQ5U1uxUw3jwND1jFl8Zpq6OvKzJ2543QiDSNFiMIxJsiGT78v9onSDSiigGlGNRu/JxQFwGAWCAIgxM46eGANaGwkLr8RIbVJp6jipOjVjGI/QwLxuCIXJZLRcoyFl9kGCqn3QbPcCLR72PV5p6bB9lI442VLMZPlHCZEmS9E2+UZ9mVFk5Qu2JoV9MsFSt+pLnWFmFCkdWG+f4HcNrni5i4Jb3kM3KZJNRFf66CvUmKZMNjesnpDFRz2kiDYSW6ewhBQKPVZe13EIBF/2EaVojsHLZK8soeDVYxjJaaIRavogi/lxHAkxM6Tm2LWP40g3BPneTpbfIUeUkoPWGMArfPIMaRRX11iKsTLCKEIdz0SVpry9RAwSTp2TQhdaphRAjcpKwmGYOvWSnVBiC9/v7deFXJRSrwP/BPhkzrlTSv11bnJDfyzn/KNKqf8R+GzO+X9QSv1J4Ntzzv+JUuqHgT+Uc/6hb/Y97t69m3/4j/ww0Sei99S1Ay2pNspIis5R3OAcOkmIwmQ7SxZxjHEW52pG77Hav+Q/Dfo4xnVdh62EitTWjYx0yrHdrjl0O168eE52Mw6HnVj1Vpa5rRiHYowUDwQjYo4c5PVbVA05G5S2RDy+l8lCa7i6fow2SUQZVcuu22FrTb/uaF1FP3iWpyvaXIPPxNGzW2/54G/5BA8ebdCm4+2vfoWvfuNz2Oy4d/EaaMM7V19je4jMVo7tdkfoNNl68Jow81y8eZfWDnRkzhaaL/3MmjzIRZaryEf+rRWbvKadweqkYXnS8vN/7Yo//cP/KT/9+X/AL37ubcYSHDCOAzmD6SAnqLSYSL26algt59y/exdiYNFalJXX1iboggilmqYipsCuE7x0NpPYt91uc0wQqiqxYbBpYBJUDcPAodvSdR3L1Qnz+Zz19YH5fH6T1FMZDocDh8OBk5MTmuIln5Is1w59sTkubITD4UBVVbiiqPXJ0BZLh0RGFQbIlPsZQkIbT2Ur0IZAxlAToif5kRBHgkew2GLjMPmQ3KbIpZhBCyUvxRFVjM9CzIAkG6WsyFozU0agq4gwhmKEZklMsO9GDn3Hto/0Y2Cz2wkUFCF6f9NhBznAKLsBnQcksVUh/Jlwk+RDJqkJs53+UJfiXbpSFCiFyumojjyxikon5o2iroRa3DaSz1s7y2zWMGtrGuNo25pWG+ZNS1VbmqpG1a5w0QvVtUTQqUIvxBqsKqHowRPDUNTkk3mXL8lbN17kOsheQOi0mb7fkzPyPhYIJWdVCn5CxWkXIb48g5fcgQTHAzkliGXX0I+RMQeG4MmqYu+FtTOESEjSCMQgofZGO7LWeN8LKSDLwU+KZKXFAjhkTA4318lEbUyxvHcZyP9qhEWloP8M8B3ABvibwH8H/M/A/ZxzUEp9L/Bf5Jx/QCn14+X3P62UssBj4G7+Jt/o3p27+d/9gz8IxlC1DcpnjHOSOFOWRRNH0zlH4maLnFKi70e5JJWiqhqaWYtW1UvhBU0jo2/j5HGULqKBXN4033Po9sQ4EJNnWAdCTlSV4dAJlxpdSwgCI6YsZwwGP0aSO0C2DL1cVAbPECNjkA4jjpHKVuxyxOVMkxJbf6AxNf1h4PT8jG13oLGO7//ef4N/+BM/wZe+9C6vvPYKl9cPuTzs+MjZ67z33hd4/OQdvJrx2utvULuG5Urz9UePqKpTPvixV5nHGTkrDmxZP9/yN//eP+UH/9Bvp9tGVOgJmy1Prg/0VU+mI5LYjWtGlbj8Ety5c4dQPydd1WgzMKvgfDFnOZ9x0jTcXS2pdaKyGpoGrS1d14ljn6rxWQydNIowJFxlOXQdxioWlbhVdl1H3TTk/nDsourGEZKntnOU0aXzhRQkBWgYR7pO7Izr2onEnsTQx18TeBLZ7XbkXEQuWgqs954cIvVcDhNf7AlC6rAJhq4jOSMBD3kSqVjW6zWUEOUhBpR1iN9JxAp9hXEUXvYkG3f5JqFIFrB9wWcFR8+5K9ehBWOwQWxqdTujT4mhD+z2HfvOcxg8fd+zPezp+sAQktB1x4TVjhSmxVnCKIh5kCI8LfFyYlpbl967FPZY0pmE9XLMZlPlfnnqDTOaTKMk58QZcBTmSJOxBpwTzLnWispp5rWlqStqa6hdxayWr9pV1JXFas2sqah1VfDtshRWAm9Y58AYXDXDmnJAxoE0jsLzz5JtqsvOBiiuiqBMoSNmVXBxsdMAfaRHaiUhzylBiBmlshzMwWOzFFrvPWPwxLglxDIV+CjZp3GUaWuQJexhGPEB+cwnCdJOWSauMSShsfpILJ78WUFIEIq1wL4EwB89mLKW6D5dCnp+fwX914Vccs4PlFL/NfAu0AF/D4FYrnPO04r3PeD18vvXgW+UfxuUUmsElnl++3GVUn8c+OMghlu2kjT35WKF94NEa0URGYQQSriEjCjee5arE7STDj0hpP2maaiK6GKxWBx9waeb9xIMvF7vOJSUeOcc9+7dQytYzJrjgmmcH1gsFkdeaI7paM6vlGIcuqM8d7vdQlxKd9DcjK1t+b5TOLVzFSlFUcOlVBZFirEXHPGsH9lcHfjc536ZxcmM7/3u76AfA05rLpaek5MT2nnD6vw+u/0Lhrjn0HWMsWI1WxBT5Nnbj+iXknb/jYcP6Pueb/3QOY++8pi64LGf/LZv51Nti2tqslWEeGAc4PGzd/m6+gJt7WjcnMW3tBilqZ2jLiP0tEycFH4pJfzoqasFCoWrNXkMDF1HyJn9Trrt1WrFcrkk+IFx7JnPW/Z7WWyOIVHNV6AE41zvtnjvWa1WpJjIKXB1dSkiKqupao3Sme1W7qcwzOfz40Gx78Vga7Jq3e02ZWElGZv7/YFhv+V0tSSpGudarq+vIVsYYUA8QciaGAequmEMnt0onGnGEZ1duS40mcgwjgTvORwktk5b8SEX6GfB4kR+Pp8ygYx1dzh0A1frPV3v2ew6dl1PHzyH0TOOoTTGGrwYRkFBQLJGj7508IHCuUAzhVZP7IobBsaRmoQwN1SRvCmki89ELGDKL62hVhO8IzCSssIDV0rhirK1toVDbiaMXKHQjEnBmIkpMMRM5y1Kjzhb0VSO2lnWh5GqRPO5onauJ8Xs9H3snqaqhf0TAqSSCVwEas7KxKN0BVhcXUESKKwqi9AxWZQtP3NMpT4mcsxoDCYVPn+OImxE4KDaWaAlcXLzuS/0y4m6K+HjQr8MIR2Xq9EnwuihTAojiRgUqtCrfenQ/ZhJmcIkivQ+cBh6QoShF2gohMDTw/vD0X/dgq6UOgN+EPgIcA38b8Dve1+P/k1uOee/BPwlgHv37uVEZN8NdMMBlS1VU9PUM5S5OVUnJdZiPscVP/G2bsRc6laAbIyR9f6Av14f3wjr1NEfpF60tPVM+OBNIx/8+ew4+ruSCjTxRa+vr4kxcvliW6CBCl1Sb+bzFWftCTkOxy21c+5oInVbDTYeAiGMDMNADiMgXtuLxZL5fM5me83y/B4peg6HOYfLDSFF8W9fLMgW7uoz2pVjNv8Y89UJ4xh45f5rbA9rdKHFTVF4v6ssiZSaApNlJ6GtYV985KNyjKHDD4mTueV87DFaRCgaiK4hh3hMX7emQumM9x1df4Bsju+PUortdi8so0qyVz/wgbviDz7Kz73fy0EYkwiRhi7z6qsf4ur6kkgi+JGT1eIYB/fkyRMU5uhSGULgsO+LoZTj5PyUmDXr9ZqUBnHjnIu743tff5fVasXq4ly6raHjcNjiZi1Ba3Y+gu9gn0gR2lbSsTabTZnsFG07x9qEKdffGEWsEvYdvozqlWuwRqG04t7d+8Qs0XY+G3zMHDrPo92eR48eM4yKfghsh4FhiKIGyhZs6cSMgwCqeJmTPUplYZcUjjU5CDSUR4TAKz13OgIo/4IPf5byLXU9Y4GsEw6FUyKOstyIdzSgdMbaiFYlcMYqcTc9FnbIaeJLF6vqJIetzqI+VhQVs1VYe3OdjCFSoamq4npqLEYbqsoIUy3l4vHuicGTovD1jamoanuE5JwWO5CkypGWCh6fIzGF48KRlDBqogT2Ba6zhXWSb9SqBrmmAWxFxKD0zUFmrFBKrbthoGQ/UoeRpEWwlvwESU1pXYlEIhfWDMqgkmfwAhXlpPBjLwd+lDjGOEbG0TMEWWT/6P/79vuqq+9nKfp7gbdzzs8AlFI/BvzrwKlSypYu/QPAg3L/B8AbwHsFclkhy9FvclO07ZKcJ1/uTFPPSGQW8wWmCB+895yfXxyx0c3hwHVJZ3fOsVgsjr7LKKhn7bHINs3iRiJvjIQH5Iw2hvVmQ+/744krnV11hHrqdo5RmbOzs5usz3wj1a3r+iYrMok51vXVDu/9UcIuz6HFuppFM2WaQn8YpDvQllc/cErKI2PvmfWBZ+kRoUzN0WRsU5Nz5EPf8nEJN7aa+fIMYyzt8gSj7Eue01kFqqpiGAZ2ux3GGObLBQCzojIcdxt0dU7qR774ubfIxpF0iQ5TgvX6YSAWuCvGSFNVKNUItS/fJNPknHG1+IjHrKiaGT5l6tkc7YSWNxXqqdNP+sB7D79GAlxlpPNyC7pBloHKOE6Xp1xcXPD48WMRhlQS+FxVFVfrHf04cO/evePP+uL5peDkTYutavZdJ0tD7zHOYVAcIjx//JxF41itVowhcHhxTdPMWJ6cHQ+hrh/pujUuK+p2TjVrmDUt9txw6IWnngvP+Wq95dGzDdfbDWOqubre4lPGh0QKHpRBAmgdZAfKMWl4zOQqGkVFGlUPSLGRUiXCxHzssiGVfjqThP5CeYwyqZusivN5EciYJEu9DMUIElOop1plYtnRTVOu0sW7RJXwFBXk36BwxUNlzA0oUM6glGZOKEwtK1OdE6y8KQ1YbSRjV2eoqho3b6BMwRqFMoiDZYY0DgQViFlYT1kpUtKkJJ9LtEwCR7+aUjz9KL5CKXpCGBl9Tyyuk0ZDiL1YYDiB/7KaPFbEOz2nIKlOEeEllYX18Zq9RTX03qOyJiZT6LyKqDPxCAUpks6omES4lGD0IzFIozXRK1UWbYN1rZzrLbSLBenIlvpXV9DfBb5HKTVDIJd/E/h54B8CfxhhuvwHwP9R7v+3yv//dPn7n/hm+DmA0eKLjJLMzRg8zy6fY4xld+iE2eAcTdPgy1IrxoitHKZyVMqwWq3ksY4FvDnCIYKvdsfu2TlH1UjgdNcNGGtonHBdrbUsFgs0L3NVp/SUy6srKVjpxlt8NptRH7f1hnkzxxUIaFKmTQ54ofDnh6ET838N2+stbdsSUiSmHmeEwXBycYatDH23Z7lcko1YyKYcMEYutMrIz4JJ+EHGwaM5EA7RPVhmsxOMMsyqOdoY5k1GW4Ne3SFo0CHx1V/+WZpKultVaIDWNMybOTmm4zJKircSWXkajz/flFs6Fezb/tbey5I6pcBisTgeDmenF2z2O3a7A66qmbWtSMJ7KahtO2cInvcePRSIKyeG/Z67d+8Wu1WZzN555x1SSgLTkDm7OJcPX8503XBkPDVNg9WJqmo4cJpysgAAGuFJREFUWVqckklstz3w+PHTEqLRHKeM5bLm7t1XMEax6z39GLm63mL2FZdX1xzGyNX1hsOhZ0xJhDNo0GPBPhUCYhQev6JIxqfq7FGyFeIG36YwUChYd+m5bxVz+Rpv/i5FrAanwFpVOOcZpxRWS2FXpasG6TitnnxIigdQ6cS1UhglwSTkjGHKBhBn0do6UMKn1tZSWYMzFqUzrRGrgNoaKudwtcPpGudqnKkwtaGpZ+jpJHNiWau1iIKUUaQYyTGgqpagPKCluN4qpDHnApnILuQoHEqJhCGFAZWTZPnGgA8DsaQaoWU3Mow7qqoBI+6VShlUkv1CHjxKFaaJDy9xw5V+2WQsTt7sSpOmDN0kHbkxBmUMNltSjvTDcDQVCyGQyxsylch+X/QdkyFf+uf90r/Z7f1g6D+rlPobwC8itNZfQqCSvw38qFLqz5c/+8vln/xl4K8qpb4KvAB++Nf7Hj4Gnlw/oalrnKqZLxfMcqapZAmJVsznLUknshm4e3F+VHjFnDjsDjx79uxoyXl+fo6uHefnd1hcXDA7vSDHiMrCsDhZzMhZ/L+tlYVe6DNjN7A5rHn+9JLaCQYK4kE+OcPNm6UU7pkUa1dJt1AZjbFattdETLek6zq6biDmjPcBZ8Oxg67rmvlsQVVZTpYXMg04jR9G+r7DuYgZM3VbcXVl2I8jKoxUuUwIKeFcTTINyjYoq2lMPMqgbxvsT50FKh3hmAn/HscRFRUhPGV9vYUUZbEWZMOeSQxIsbZVBeSj6MVZjS6CkcneNicJG0gR2sVSFJVKgg8W8yVoVaxyM9fr5zx99JT79+9zvjrlcDgQ6DmMMrXcvXcPay1PHj0ptDB5HefLOdebNVXVcOgHXn39Vfq+Z725woeeZFpmdU3ygd1ux3pzkF2LVjy7umZZYDzjLFEpVG5YLE740JtzZqs5KMfVizUBTUXLu28/Yr3pePT0mUj/Y5bEpYIXpwTkEnxdDvWUYHLrmhaWwhkVg61MKFBJLH9XMHJ1q6iTp/9QSiTnTmvpkjXolKisLPit0mgTS+gJGAQ+MEqmLa0ArTGmdO32JsXKKn2EJqWgZ6yTn01rLYeCtTS1TKNtXeOMwJVOO1LwtLNaDohiQjVNwxowxmJNg1IG0zoMIjIzdUWlZqQkWbGZiDGquHSKkMhpdcwTlZSkYpQVRnIMZMbSVRuIkZyNJCAZXQ5WWCjDWMkUrVLCa4GOQggoYwoDqASah0TU4SW5fjBZwlrGgexHshE3U2HeSEORgJBi8dMpCUy6QamK2lbkyqITzF0NqZIcgazkYExZBjet8WQRgqVMTr4cWu//9r546DnnPwf8uV/zx78KfPe/4L498Ef+JZ4DBsOqvsN80aJw1K1FO1lw9H5EecN6M7DeblA6E/zXWSxOmM0XOFezWJyyWl0cE+yVUpycLoWa5uRQ2O/3eO/Z7XYyuoebbvbs7Azjas7OzjhbLARfU9Ih1XV7LJBHFSDgDz0pw/5qI37NJSVlUgDOmqZkUCba2Vyelw43VrdKobCyqY9i2LR5cZC8zTLuayPqs2nBp5QqQdWuYOWG+eKU2WyOBAeFo0Lwtsps6mTluffHgpxzZr5osdax3e9l7J7ek/KzhpCxVjiyOYNP4ZgkZK09Bu4OXS8MpJiZz2ZkpRkGzzBIbNukBMwZNpvNEX5Zvfa6SPS7jpih2+3FBtlauuJ9jZaYwdVqxbhe8/T5c+qqpR881tU8e7zFOUe/k+L68OHXODk5EQpj09CkzNJY9t6LM+LJnLpuGX1iHBLbccDHzNX1gfc+/3WurjeEKAdmNpVQ27CgxWpZVYbkEQqfls6U3JGTeGpGn4GOI06iJGptWl4WNvex+5ZfUZaR5ddMl/cg3RhJGRWPVsNKyWifUjouKHOBBsR/RIMufiW5TFulMFsj5lO2sqQQqCqDUdURQmwbhzEKa6sj5HJycoKtG1TKnJ6eivUyYrIWgqcqO6VjF1smZaPB6JqUxAAsRhj7DuMqdFZk51HAOJYUq2xJ+uZzprHHxCRXVfgoh1d2EggPieiHkilg0UahvEcpSQDzXuMd6MrisjgnNoWW2JRZp1cw+oDVkqZlU0LbG98XtEbXieA8Od1YBKQY0TajEZ56RqO1xegbyur0WfIhkoIsrJ0WrNwoyYyFqRAX5lEIxylbEfmXaNB/YyhFlVG0y4yuPYfDBrWf8fzqBU3bCh+zvDDKGlxTszAXzNo5xjhOTk6ZLGG11lxcXLBer9lsrnnw4BF+lK61Xcw5PVkwWyxZLBYYJ34QbdsKe0UdaFuHSgUXS47NZsfl5RXXVxtCHI/f4/T0lPnqBID5aoHLmVMrF3NT1WX73h/fUJ8kwSd6Td8NDMPmmCTTti3alE1/XbMyhhiDeJaXJeZUkGGCPVRJUfH0wyW73f7o03E7eLe2N6ni04EwfWin+02+GGsi26vnR242FK/ySqhdwl4W72+jLcreGPDfPjCsMuw7gWEyGm2FDaO0JsXIdrdju90epyNrKwYvFL5DPzCbzTBFhPLg4WN5fbRluTxht+8IUTzvrzZbnj9/wSuvvMLZquXh44eMMTFbzHnjw/dpmoYxJNrTOWq5YN97+lo+sM/efcHDR0+4vNwAlqqtSVixJokG0gq0YozI0tKU7i0XBaeXxRpZPFwASoW/ReJOYpMIyKuXjsXbKlCqFDtT3DOZlonCKDGVSMyNlc7TOYVyiuT9scuukanQ6RKeoEv4cnmuY4oYNSUSKRonoq6c5PpaLBtscVOsymve1sLIMuVQlTCSmeQMlLi4tmkYO2GbGFcfC/lmszsyRKDkc2LougPGOELoaWnk4PPSHQ9JrsXKLsVKt6g6pYGQ13uCK8WAqxxeMZNIhS6qxZ1Si4HWMIyYcsiFFDHKoqLYH8QhM6SI1nJQxBjRo8diyCFTK0uyMhUZq8vXkk+s3fGgmRw4ZfKNZXqQqU0XQoX3vShlo8ePGZUj5Mg+BEIokXyx2Dtoi1EGV3IAUhjR2mKVZK6+71r66/HQ//+4zU/u5B/4d/5DDtsrXrv3KtGJ5LV1FaRMO9cs5ifMFnPOLu4yHHqWiznRDwzDnr6cuMMwCHWxqsiUWK4ghe789Ew60hJFZ0owc9+LPNyPsLnaFMfHCtV4URqWpPeqvsneBOl867qWrXYSXuzhcGC/PTAMnm570y0vV2dyCJyU/MaCN8ckIqopqSYWiMAPvaQOeX9kqQAvXdji4eypmwVN06LsLY7tRHELN/9W3ucbfxC54DwhB0iBz/7U3+O9t36BkG7CggFinO5fbELzjVudPG48dmNKKfruQAxJGCDKMC8CIoDLy0tWp6dHrwvZTcTjc55ooTEKJXGijF5eX5Fz5vXXX+f6+prtfsPF+V28Fy1AVWuUq1BFyXm97vAxsdl2vPPgAYe9J/pIM1+SlWXoRsEwtBEycI6gDK5piD4d4aiUZUTPyZcue7Igm3jdE7f7n79ZClMEsEYsYLUBZwyohEG8UFxlICaU1cQUcVpRVbZIwaXAV/XUjYLW6oivi+d3kK5ei89MVfJ4U4gYJzoLbRRtVR/hNlfi7WYFNtRFMNNU8nnLOeO0YzZroOTE1k0rrokh4PTNIjzkzPn5GTlERt+jEMuNpmlkyrwlZwfQVmGy2AZnBK/POaOVKfGK8dgoxBhx9c3kEEIA68gxEeJI8h5bi2+M08VfKCvQqjRCZQpXGazkryaf8IxYU7JtUxbVbmGiWW0I5ibUQrxbynM0Jcko66PtQ2UdPgp7LUWJYzwqWX1//NyGGMkpiMGXygx+mqbkOkBpMXGz9rik1Wrybs/8xb/72d88Xi6HMfG///xjnKuIb71Hu6iElTAMNIsF9rSh0pd89ENvsGgGfsudJfWLEa0SVieWleX0ZMksRmYWaquYLTVKOZxtsKZCZ7jarNntdzx+fiD4xHy1wieFrmrO2wanDXXdoqzD1hsp/MYxb1piGPFjBB+5vLym74SF4eMo0XeuZImenwnj5bRc8HHk5MSh1IHghTd/OOx4ul4zHhTX2w26kqI+m9fHaaNqV6jW0yjprEA6N1eS0Z3VR6w550ToPdEMxEOCKGyKqchOF6amxVUC4VjjaOolRieyVZxdnPJYLRjyVsbj8u90ocNpJx8clRW77eFY9FOWhVTdzBjGUUQypiJ7jzGOQwJ/EDiinZ0QVSTmzOXVhtrUxLLIu3z6RNS/xmDqisvdNbYy6KiZzSpmiyVVXXP/A69zuj9jP3i6MROpeHjp+crXvsj6ag1K08zm5KwYfCgydwfG0e9HqbKmLfYDIzF5DMXWoNsKjpulmxZNaARE/TfdbsTxN4U7KYVRmcoptFboMWGMwphij4ssK51Glm9lsWathJU0zpGSuXH4qzLRe5q2EWuFyhCGUWxpjb2BvUxFihGVFW1lige5CJxmRXbf1DLlkaYQBn/0RSJlXJnWYhEiNfVMnmPWBDTEROU917stdV3Tx/7Y2Ghr2Gw2DN3+OE2Kx/goO5rsqa0cMJVzhCDfnxxvcPFycA/DFmuqI3Sac2YYRSBmCwSYFDhjxRkzivpaKUVyjtHL95zNZux2W0zlkFhIIRFmp6naFpNr8nBgsZiDqrBqFM73KE2YLZ83H0RZPnYdniTQT4EYp8ZoGDpSENKED2PJvXVCTc5TAEhAI+9NyCVFyip0+Zl8CLJojtJYKC1UVqWNMG/M+0fRf0MUdHQNqzcJyqKUITiDTzvQmT4CmwbGgV8YFeHqIf/gYkFlHa7SLOYtL66fUTnLfrPmzvkJtbUsG8d3fvzDvHEBldqzrA1WVbQGTs/v0liNU4naiGR5bzP3Z0tMzqQwsh9fYbNe0++vyOkZg47UdS0FfnVCdSofAts0+BA4tzW2qrCVJNtXNrHd7lmv12y3HV3XHRkxbdtycfc+PmZe4RX5IAwjSQmufQOzSKLL5fVzQgh0YSwWnglnCle/qhlNprYOrU+pKovVU3r5zU5BKYUPYynEEleW6fFeE0Lk6dOnkrBeRtzbW3xALjQlBUpb4VbEFFFo8cPY7EqHoY/e3CHD2O3puo6zkxW73YbD0x1tO6e2Bu87+tKpnBQmU0qJKlvunr5CVBbrHE+vrzFqwX6XeOedL/PlX/0G2AbjGmzVkPtejJaUpDj3BwowXaEqh4sVSQUCQTCSvGGMqnTciSOfJAvTxJOKf0meAG4J2xapUHk5hOrnClRSK13CLjLeR2IFmozWmbaqiMoX9z4xcbJak7MsNVGWTE9VqWM8WtUsSMX50Wp5XZrF6lgkrLUMIYpvTBRanw8U3rrC1lZSfHRR5dYOlKbreuq6YvTx6B8To1B1Y/FG9zExnwvrSmmxkhXnSNhsd+W+cq36nQcltMjNTlgjBsWT6+cs5nOSVsShFPcx0YeAtRJJaB34IAeA/f/aO7dYO4sqjv/WzHfZe59bT6GQImiLISY8CfEBgjHGCyAhGBMeQBLBy4u+eHkwNDz5iBqjJAoYLzEGEUTUhsQQQB58qkKUWoFeCCJtQKCUXs7eZ3+38WGt/XW3VtpCYe99Mv9kp/PNNzmZ1TXfmpl1DXrQGJRDLapuHknDvpY4dE7UHdMnlGVDURZmDwikqRa18anQSVPSNANXIi5pjfW4lNXBgNW6pKwLlhd6JEkGPsGT4+s+dd0nhBrXaKxBXawiEjRoqtHNdzBYpdvtWm56cN5RS6AqaxIf8E5vYkk6cnMU6qZEqFsVTxNqpNFUA6C5vYbDIbV9a0mW4qWkKjTNQXm03OhJMRUqF8k3BLfpszTiNVy5EXOkzfUumc1DnpF0NCAk7S2Q5x3KpiZJU6pUTyt1v68fYgh6bEo1FwSJZ2HO0fFCWD0CVcGwf4Cckg2LXd678Vwu6PV4zzlns5AKuReS7CBzecbyXI+Oh3q1IcsSMifkeYZkquKoS3WJKyqty3lkdUDV1GROjUQEIc+7NA0q8JOEblerxpfhsGbqK0rqquLw4ZKB+UwPh8NWwI308o3pNBN1Q8F7VeFIcDhJCG6UfnVIWRU09XGpSIP564qeYkRUAGeJZ+v9P+LAvn245GgtxbquERoNWSZYBXY9vR81clp+azvdNKHCu5S6DqZXPBqtmCQJTQ1pnrU5qOd6muVwaXGZI/0BZV2TdHrseGYXL7ywF3xKnnfp9OZZWelTlYVWyhAHWG5eSVrd9Uj9gwlnaj1hq4dJDVJZfhNz/wvBojCb1n87dbphdTspDr2SaxY+Feap8zShpGkCWaaGy6qBbtfR63ZpmoqmVJtHmiR4r+u5aWrme3NU5VADXixBk548G3WpFFU9ZVYEY3F+rj3lea8eWW1U7LCkk2aaNhoQV7W2GfWEMl2vqA2nCUdVaWmaUtSlblLeUxVl6xrsnHrp5F7ozC8izlGuDli/fn1r9Dxi8R8rgz6dLKeb6zyceObn52nsMOC93gScc3Q6HWoHoar1QJZmlqTsqJfNaJ2MTsFt9HY9quBjgXoEsk6uKhZUraE3ak8xrPS2l+VtwBCJ15tMVZHmGYOVvkaVeofUnqocIKGiqgtq+wahoW4qvEsIptIcDlbbeIfWPbeozYicEGiorLTeiBfaXx1zUPIutWyeuqFpojYLRHSOUBdtpLH3CXc8/PQMFYl2C0EWriC4FLIuLsvIO/NUOMvuJ/pN5vPqLZDlVmlIoNMF14E8U71okmgom1YgNp8voJvhl+ZZOOcs3jjyBt25jNWVvuoMDx2C+QTxWlM0944uGVIN8FWfwYHXWN+tWOrmLGYp7z//PDZ0PXN5yrrc0fOBpUW9BmZJSi/LyZJAmhpDzEVssNJnOBxqePrKCnWY1xOz5f9I0rpVZagPuwrDxI+KQZtuvK4oVof0i4JQ1QyHJaFW2YYTkqxHQEiOi7JN3EgPPwpWsAU5HPLnR+7l2e1PkbhjvRRGvt8hqCH2+OT9bZFbBCdeT2vOmf+1FoMKIZBkKc57DvUH4FKy7iL/3vsSz+3eZf74nnxukSTNWVnpq163LNGSa15D2kcGyuBbdVII477aNTQVSGkCvbEQd0znbevNIiadfUDdjuC9o5OoC97om0gTRy9LaMoK6SZQq4CuqoqqVH9kEfXnr6pCo2OHhZ6yQ83c3By9Ts7+/a8jqSP1alOoLdq0aaAqNWd4E4YWw9Cl1+ux/3VLJ7202AqGsm5aNUVd12CRjt68Wrw/Ws+ytYEUejBIvJDmGYcPrahLnVd7Q2PGRweIV2E8GAyp68BCN2O10vS+ncyRpxqnkaZp60qIaDbSbt5hsNonSdRO08s7HDhwAB/074p3zC0uMFg5SOJShn0ViGnSOebvefNjD0G9aUaRuaGqzavEDMJ5TmWpitM0pSgK8jynKAoWFpZwzrE6LFi3zqKE6wLqmqYsbCPwDKuS7lLO8MgqdVnR63TbWIuiKIynao9rCNTojWwURDgqZVcUVVtyrwkVmAfXKEsmQGHpS5pGN+466OY7Sk/iJW0TjDUhjNLSkOfqvnnno7tmSKCLHAZ2TnoeZxBnc1zumhlGpGV6sZboibS8Od4XQthwskHToUOHnaey+8wKROSJtUJPpGV6sZboibScGZxOEFJERERExBQjCvSIiIiINYJpEeg/nvQEzjDWEj2RlunFWqIn0nIGMBVG0YiIiIiIt49pOaFHRERERLxNRIEeERERsUYwcYEuIleLyE4R2SMit056PieDiFwgIo+LyNMi8k8R+ar1rxeRR0Rkt/27bP0iIncYfdtF5NLJUvC/EBEvIn8TkYfsebOIbLM53yeaixQRye15j73fNMl5nwgisk5EHhCRZ0XkGRG5fFZ5IyJftzW2Q0TuFZHOrPBGRH4mIq+IyI6xvtPmg4jcbON3i8jNk6DF5nEier5j62y7iPxORNaNvdti9OwUkavG+t9ZeTcqfjCJH1rK5TngQiADngIunuScTmHOG4FLrb0A7AIuBr4N3Gr9twK3W/sa4I9ovOplwLZJ03ACmr4B/Ap4yJ7vB26w9l3Al639FeAua98A3DfpuZ+All8AX7J2BqybRd6gxdafB7pjPLllVngDfAS4FNgx1ndafADWo3UX1gPL1l6eInquBBJr3z5Gz8Umy3Jgs8m4Uf3td1TeTXrRXg48PPa8BdgyyTm9BRr+AHwSjXTdaH0b0WApgLuBG8fGt+Om4YfWg30M+BjwkH1Ur40t1JZHwMPA5dZObJxMmoYxWpZMCMpx/TPHGxPoL5owS4w3V80Sb4BNxwnA0+IDcCNw91j/MeMmTc9x7z4D3GPtY+TYiDfvhrybtMpltGhH2Gt9MwG71l4CbAPODSG8ZK9eBs619rTT+H3gm9AmOzkLeCNo8W84dr4tLfb+oI2fFmwGXgV+biqkn4jIHDPImxDCPuC7aE3fl9D/6yeZXd7A6fNhavlzAnwBvWXABOmZtECfWYjIPPBb4GshhEPj74Juv1PvDyoi1wKvhBCenPRczhAS9Fp8ZwjhEmAFvdq3mCHeLAOfRjep84A54OqJTuoMYlb4cCoQkdvQesv3THoukxbo+4ALxp7Pt76phoikqDC/J4TwoHX/R0Q22vuNwCvWP800XgFcJyL/An6Nql1+AKwTkVGen/H5trTY+yVg/7s54ZNgL7A3hLDNnh9ABfws8uYTwPMhhFdDCCXwIMqvWeUNnD4fppk/AIjILcC1wE22ScEE6Zm0QP8rcJFZ7jPUmLN1wnN6U4iIAD8FngkhfG/s1VZgZIW/GdWtj/o/Z5b8y4CDY9fOiSKEsCWEcH4IYRP6f/+nEMJNwOPA9TbseFpGNF5v46fmlBVCeBl4UUQ+YF0fB55mBnmDqlouE5GerbkRLTPJG8Pp8uFh4EoRWbYby5XWNxUQkatRdeV1IYT+2KutwA3mebQZuAj4C++GvJuUgWHMMHAN6inyHHDbpOdzCvP9MHpV3A783X7XoPrKx4DdwKPAehsvwA+Nvn8AH5o0Df+Hro9y1MvlQluAe4DfALn1d+x5j72/cNLzPgEdHwSeMP78HvWOmEneAN8CngV2AL9EvSZmgjfAvajuv0RvTl98K3xAddN77Pf5KaNnD6oTH8mBu8bG32b07AQ+Ndb/jsq7GPofERERsUYwaZVLRERERMQZQhToEREREWsEUaBHRERErBFEgR4RERGxRhAFekRERMQaQRToEREREWsEUaBHRERErBH8F7L2spD4X0dbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import random\n",
    "\n",
    "img_index = 4\n",
    "\n",
    "img = images_cpu.at(img_index)\n",
    "\n",
    "H = img.shape[0]\n",
    "W = img.shape[1]\n",
    "\n",
    "fig,ax = plt.subplots(1)\n",
    "\n",
    "ax.imshow(img)\n",
    "bboxes = bboxes_cpu.at(img_index)\n",
    "labels = labels_cpu.at(img_index)\n",
    "categories_set = set()\n",
    "for label in labels:\n",
    "    categories_set.add(label[0])\n",
    "\n",
    "category_id_to_color = dict([ (cat_id , [random.uniform(0, 1) ,random.uniform(0, 1), random.uniform(0, 1)]) for cat_id in categories_set])\n",
    "\n",
    "for bbox, label in zip(bboxes, labels):\n",
    "    rect = patches.Rectangle((bbox[0]*W,bbox[1]*H),bbox[2]*W,bbox[3]*H,linewidth=1,edgecolor=category_id_to_color[label[0]],facecolor='none')\n",
    "    ax.add_patch(rect)\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
